Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
# data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:02, 3.72MB/s]                            
Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.41KFile/s]
Downloading celeba: 1.44GB [00:26, 55.0MB/s]                               
Extracting celeba...

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7fdb44a213c8>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7fdb3c9c4d30>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_real = tf.placeholder(shape=(None, image_width, image_height, image_channels), dtype=tf.float32, name = 'input_real')
    input_z = tf.placeholder(shape = (None, z_dim), dtype = tf.float32, name = 'input_z')
    learning_rate = tf.placeholder(dtype=tf.float32, name='learning_rate')
    

    return input_real, input_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    
    with tf.variable_scope('discriminator', reuse = reuse):
        alpha=0.2
        keep_prob = 0.7
        
        # images: 28*28*3
        conv1 = tf.layers.conv2d(images, filters=64, kernel_size=5, strides=2, padding='same',
                                 kernel_initializer=tf.contrib.layers.xavier_initializer_conv2d())
        relu1 = tf.maximum(alpha*conv1, conv1)
        drop1 = tf.nn.dropout(relu1, keep_prob=keep_prob)
        # now: 14*14*64
        
        conv2 = tf.layers.conv2d(drop1, filters=128, kernel_size=5, strides=2, padding='same')
        bn2 = tf.layers.batch_normalization(conv2, training = True)
        relu2 = tf.maximum(alpha*bn2, bn2)
        drop2 = tf.nn.dropout(relu2, keep_prob=keep_prob)
        # now: 7*7*128
        
        conv3 = tf.layers.conv2d(drop2, filters=256, kernel_size=5, strides=2, padding='same')
        bn3 = tf.layers.batch_normalization(conv3, training = True)
        relu3 = tf.maximum(alpha*bn3, bn3)
        drop3 = tf.nn.dropout(relu3, keep_prob=keep_prob)
        # now: 4*4*256
        
        flatten = tf.reshape(drop3, (-1, 4*4*256))
        logits = tf.layers.dense(inputs=flatten, units=1)
        out = tf.sigmoid(logits)

    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
        
    with tf.variable_scope('generator', reuse=not is_train):
        alpha= 0.2
        keep_prob = 0.7
        
        x1 = tf.layers.dense(z, 2*2*512, kernel_initializer=tf.contrib.layers.xavier_initializer())
        x1 = tf.reshape(x1, shape=(-1,2,2,512))
        bn1 = tf.layers.batch_normalization(x1, training=is_train)
        relu1 = tf.maximum(alpha*bn1, bn1)
        drop1 = tf.nn.dropout(relu1, keep_prob = keep_prob)
        # now: 2*2*512
        
        x2 = tf.layers.conv2d_transpose(drop1, filters=256, kernel_size=5, strides=2, padding='valid')
#         x2 = tf.image.resize_nearest_neighbor(x2, size=(7,7))
        bn2 = tf.layers.batch_normalization(x2, training=is_train)
        relu2 = tf.maximum(alpha*bn2, bn2)
        drop2 = tf.nn.dropout(relu2, keep_prob = keep_prob)
        # now: 7*7*256
        
        x3 = tf.layers.conv2d_transpose(relu2, filters=128, kernel_size=5, strides=2, padding='same')
        bn3 = tf.layers.batch_normalization(x3, training=is_train)
        relu3 = tf.maximum(alpha*bn3, bn3)
        drop3 = tf.nn.dropout(relu3, keep_prob = keep_prob)
        # now: 14*14*128
        
        logits = tf.layers.conv2d_transpose(drop3, filters=out_channel_dim, kernel_size=5, strides=2, padding='same')
        # now: 28*28*3
        
        out = tf.tanh(logits)
    
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
    
    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    
    
    d_loss = d_loss_fake + d_loss_real
    
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars =  tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]
        
    d_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(d_loss, var_list = d_vars)
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS, scope='generator')):
        g_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(g_loss, var_list = g_vars)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    _, img_width, img_height, img_channels = data_shape

    input_real, input_z, lr = model_inputs(img_width, img_height, img_channels, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, img_channels)
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    losses = []
    
    step = 0
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                step += 1
                batch_images = batch_images * 2.0
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, lr:learning_rate})
                
                if step % 10 == 0:
                    d_loss_training = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    g_loss_training = g_loss.eval({input_z: batch_z})
                    
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(d_loss_training),
                          "Generator Loss: {:.4f}".format(g_loss_training))
                    
                    losses.append((d_loss_training, g_loss_training))
                    
                if step % 100 == 0:
                    show_generator_output(sess, 25, input_z,
                                          out_channel_dim =img_channels, image_mode =data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 64
z_dim = 128
learning_rate = 2e-4
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.7888... Generator Loss: 1.2201
Epoch 1/2... Discriminator Loss: 1.7242... Generator Loss: 1.1232
Epoch 1/2... Discriminator Loss: 1.9939... Generator Loss: 0.6214
Epoch 1/2... Discriminator Loss: 1.1433... Generator Loss: 1.6970
Epoch 1/2... Discriminator Loss: 0.7286... Generator Loss: 1.5624
Epoch 1/2... Discriminator Loss: 1.8675... Generator Loss: 0.5844
Epoch 1/2... Discriminator Loss: 0.3454... Generator Loss: 2.4413
Epoch 1/2... Discriminator Loss: 0.6327... Generator Loss: 1.6364
Epoch 1/2... Discriminator Loss: 1.4507... Generator Loss: 1.4649
Epoch 1/2... Discriminator Loss: 0.4301... Generator Loss: 2.7495
Epoch 1/2... Discriminator Loss: 0.5900... Generator Loss: 2.3589
Epoch 1/2... Discriminator Loss: 1.1194... Generator Loss: 2.7883
Epoch 1/2... Discriminator Loss: 0.6790... Generator Loss: 2.7390
Epoch 1/2... Discriminator Loss: 0.2170... Generator Loss: 3.1131
Epoch 1/2... Discriminator Loss: 0.7203... Generator Loss: 2.3889
Epoch 1/2... Discriminator Loss: 0.2420... Generator Loss: 3.7325
Epoch 1/2... Discriminator Loss: 0.2026... Generator Loss: 3.2149
Epoch 1/2... Discriminator Loss: 0.7820... Generator Loss: 1.3373
Epoch 1/2... Discriminator Loss: 0.4291... Generator Loss: 2.8049
Epoch 1/2... Discriminator Loss: 0.3741... Generator Loss: 3.0237
Epoch 1/2... Discriminator Loss: 0.2323... Generator Loss: 3.2839
Epoch 1/2... Discriminator Loss: 0.2427... Generator Loss: 3.2010
Epoch 1/2... Discriminator Loss: 0.2384... Generator Loss: 3.5725
Epoch 1/2... Discriminator Loss: 0.4564... Generator Loss: 2.9668
Epoch 1/2... Discriminator Loss: 0.4141... Generator Loss: 3.3173
Epoch 1/2... Discriminator Loss: 0.1673... Generator Loss: 3.8456
Epoch 1/2... Discriminator Loss: 0.1550... Generator Loss: 3.4649
Epoch 1/2... Discriminator Loss: 0.2701... Generator Loss: 4.1197
Epoch 1/2... Discriminator Loss: 0.3389... Generator Loss: 3.2415
Epoch 1/2... Discriminator Loss: 0.5081... Generator Loss: 1.8939
Epoch 1/2... Discriminator Loss: 0.2652... Generator Loss: 3.2965
Epoch 1/2... Discriminator Loss: 0.4409... Generator Loss: 2.9945
Epoch 1/2... Discriminator Loss: 0.2861... Generator Loss: 3.3161
Epoch 1/2... Discriminator Loss: 0.2202... Generator Loss: 3.4965
Epoch 1/2... Discriminator Loss: 0.2896... Generator Loss: 3.3809
Epoch 1/2... Discriminator Loss: 0.3128... Generator Loss: 3.5343
Epoch 1/2... Discriminator Loss: 0.2131... Generator Loss: 3.4023
Epoch 1/2... Discriminator Loss: 0.2096... Generator Loss: 3.4811
Epoch 1/2... Discriminator Loss: 0.3729... Generator Loss: 2.7537
Epoch 1/2... Discriminator Loss: 0.6082... Generator Loss: 2.0381
Epoch 1/2... Discriminator Loss: 0.5619... Generator Loss: 2.9059
Epoch 1/2... Discriminator Loss: 0.4111... Generator Loss: 2.7763
Epoch 1/2... Discriminator Loss: 0.3284... Generator Loss: 2.7831
Epoch 1/2... Discriminator Loss: 0.2262... Generator Loss: 3.1781
Epoch 1/2... Discriminator Loss: 0.1739... Generator Loss: 3.5940
Epoch 1/2... Discriminator Loss: 0.2367... Generator Loss: 3.1268
Epoch 1/2... Discriminator Loss: 0.6204... Generator Loss: 5.4551
Epoch 1/2... Discriminator Loss: 0.1789... Generator Loss: 3.5790
Epoch 1/2... Discriminator Loss: 0.1426... Generator Loss: 3.3282
Epoch 1/2... Discriminator Loss: 0.2021... Generator Loss: 3.4659
Epoch 1/2... Discriminator Loss: 0.2464... Generator Loss: 4.0603
Epoch 1/2... Discriminator Loss: 0.3185... Generator Loss: 3.2595
Epoch 1/2... Discriminator Loss: 0.0772... Generator Loss: 4.9360
Epoch 1/2... Discriminator Loss: 0.1529... Generator Loss: 5.2140
Epoch 1/2... Discriminator Loss: 0.1119... Generator Loss: 4.6638
Epoch 1/2... Discriminator Loss: 0.2573... Generator Loss: 3.6633
Epoch 1/2... Discriminator Loss: 0.0903... Generator Loss: 3.9488
Epoch 1/2... Discriminator Loss: 0.3383... Generator Loss: 2.5791
Epoch 1/2... Discriminator Loss: 0.1721... Generator Loss: 4.8071
Epoch 1/2... Discriminator Loss: 0.2341... Generator Loss: 4.0162
Epoch 1/2... Discriminator Loss: 0.4286... Generator Loss: 2.7766
Epoch 1/2... Discriminator Loss: 0.5595... Generator Loss: 3.1554
Epoch 1/2... Discriminator Loss: 0.4376... Generator Loss: 2.8407
Epoch 1/2... Discriminator Loss: 0.2714... Generator Loss: 3.8294
Epoch 1/2... Discriminator Loss: 0.3013... Generator Loss: 2.4396
Epoch 1/2... Discriminator Loss: 0.3169... Generator Loss: 2.9392
Epoch 1/2... Discriminator Loss: 0.2830... Generator Loss: 3.1379
Epoch 1/2... Discriminator Loss: 0.5703... Generator Loss: 2.4553
Epoch 1/2... Discriminator Loss: 0.2901... Generator Loss: 3.4737
Epoch 1/2... Discriminator Loss: 0.4017... Generator Loss: 2.5136
Epoch 1/2... Discriminator Loss: 0.4256... Generator Loss: 3.9005
Epoch 1/2... Discriminator Loss: 0.6201... Generator Loss: 3.0782
Epoch 1/2... Discriminator Loss: 0.4599... Generator Loss: 3.1926
Epoch 1/2... Discriminator Loss: 0.5004... Generator Loss: 2.1536
Epoch 1/2... Discriminator Loss: 0.7380... Generator Loss: 3.1343
Epoch 1/2... Discriminator Loss: 0.2917... Generator Loss: 3.3529
Epoch 1/2... Discriminator Loss: 0.4758... Generator Loss: 2.9224
Epoch 1/2... Discriminator Loss: 0.2828... Generator Loss: 3.2447
Epoch 1/2... Discriminator Loss: 0.4762... Generator Loss: 3.6928
Epoch 1/2... Discriminator Loss: 0.3794... Generator Loss: 2.6894
Epoch 1/2... Discriminator Loss: 0.3351... Generator Loss: 3.9260
Epoch 1/2... Discriminator Loss: 0.5606... Generator Loss: 2.2045
Epoch 1/2... Discriminator Loss: 0.3572... Generator Loss: 2.5979
Epoch 1/2... Discriminator Loss: 0.4518... Generator Loss: 2.3627
Epoch 1/2... Discriminator Loss: 1.2165... Generator Loss: 5.1787
Epoch 1/2... Discriminator Loss: 0.5480... Generator Loss: 2.3552
Epoch 1/2... Discriminator Loss: 0.4844... Generator Loss: 3.6321
Epoch 1/2... Discriminator Loss: 0.6172... Generator Loss: 2.9074
Epoch 1/2... Discriminator Loss: 0.3324... Generator Loss: 3.3984
Epoch 1/2... Discriminator Loss: 0.7042... Generator Loss: 1.8777
Epoch 1/2... Discriminator Loss: 0.6571... Generator Loss: 1.6276
Epoch 1/2... Discriminator Loss: 0.5531... Generator Loss: 3.0042
Epoch 1/2... Discriminator Loss: 0.4688... Generator Loss: 2.9222
Epoch 2/2... Discriminator Loss: 0.6333... Generator Loss: 1.6827
Epoch 2/2... Discriminator Loss: 0.5693... Generator Loss: 2.6819
Epoch 2/2... Discriminator Loss: 0.7248... Generator Loss: 4.1317
Epoch 2/2... Discriminator Loss: 0.3617... Generator Loss: 1.9010
Epoch 2/2... Discriminator Loss: 0.6306... Generator Loss: 2.9756
Epoch 2/2... Discriminator Loss: 0.6142... Generator Loss: 2.5212
Epoch 2/2... Discriminator Loss: 0.9203... Generator Loss: 1.2375
Epoch 2/2... Discriminator Loss: 0.4850... Generator Loss: 1.9832
Epoch 2/2... Discriminator Loss: 0.5115... Generator Loss: 1.9347
Epoch 2/2... Discriminator Loss: 0.9246... Generator Loss: 1.4137
Epoch 2/2... Discriminator Loss: 0.9236... Generator Loss: 1.2087
Epoch 2/2... Discriminator Loss: 0.4297... Generator Loss: 2.5577
Epoch 2/2... Discriminator Loss: 0.6609... Generator Loss: 1.6446
Epoch 2/2... Discriminator Loss: 0.7937... Generator Loss: 1.9540
Epoch 2/2... Discriminator Loss: 0.5835... Generator Loss: 3.3238
Epoch 2/2... Discriminator Loss: 0.5948... Generator Loss: 2.6288
Epoch 2/2... Discriminator Loss: 0.8657... Generator Loss: 1.7355
Epoch 2/2... Discriminator Loss: 0.6527... Generator Loss: 2.6807
Epoch 2/2... Discriminator Loss: 0.6581... Generator Loss: 2.0376
Epoch 2/2... Discriminator Loss: 0.5711... Generator Loss: 2.3161
Epoch 2/2... Discriminator Loss: 0.5071... Generator Loss: 2.4857
Epoch 2/2... Discriminator Loss: 0.6861... Generator Loss: 2.3451
Epoch 2/2... Discriminator Loss: 0.7295... Generator Loss: 1.4300
Epoch 2/2... Discriminator Loss: 0.9176... Generator Loss: 1.3094
Epoch 2/2... Discriminator Loss: 0.6596... Generator Loss: 2.0752
Epoch 2/2... Discriminator Loss: 0.6486... Generator Loss: 2.4290
Epoch 2/2... Discriminator Loss: 0.9391... Generator Loss: 1.7057
Epoch 2/2... Discriminator Loss: 0.8752... Generator Loss: 1.3091
Epoch 2/2... Discriminator Loss: 1.0582... Generator Loss: 0.9702
Epoch 2/2... Discriminator Loss: 0.9236... Generator Loss: 1.4302
Epoch 2/2... Discriminator Loss: 0.7630... Generator Loss: 1.6320
Epoch 2/2... Discriminator Loss: 0.5514... Generator Loss: 2.0348
Epoch 2/2... Discriminator Loss: 0.9776... Generator Loss: 2.5366
Epoch 2/2... Discriminator Loss: 0.7670... Generator Loss: 1.5624
Epoch 2/2... Discriminator Loss: 0.7186... Generator Loss: 2.1898
Epoch 2/2... Discriminator Loss: 0.7514... Generator Loss: 1.7516
Epoch 2/2... Discriminator Loss: 1.2167... Generator Loss: 1.1161
Epoch 2/2... Discriminator Loss: 1.2029... Generator Loss: 0.9231
Epoch 2/2... Discriminator Loss: 0.6769... Generator Loss: 1.6361
Epoch 2/2... Discriminator Loss: 0.7757... Generator Loss: 2.7411
Epoch 2/2... Discriminator Loss: 0.7812... Generator Loss: 1.1531
Epoch 2/2... Discriminator Loss: 0.9178... Generator Loss: 1.5831
Epoch 2/2... Discriminator Loss: 1.0497... Generator Loss: 1.2063
Epoch 2/2... Discriminator Loss: 0.9223... Generator Loss: 1.1030
Epoch 2/2... Discriminator Loss: 0.9389... Generator Loss: 1.3093
Epoch 2/2... Discriminator Loss: 0.6288... Generator Loss: 1.9987
Epoch 2/2... Discriminator Loss: 0.9728... Generator Loss: 0.9177
Epoch 2/2... Discriminator Loss: 0.7517... Generator Loss: 1.4667
Epoch 2/2... Discriminator Loss: 0.8053... Generator Loss: 1.6125
Epoch 2/2... Discriminator Loss: 0.6593... Generator Loss: 1.9432
Epoch 2/2... Discriminator Loss: 1.0027... Generator Loss: 1.4552
Epoch 2/2... Discriminator Loss: 0.8656... Generator Loss: 1.3824
Epoch 2/2... Discriminator Loss: 0.8204... Generator Loss: 1.4350
Epoch 2/2... Discriminator Loss: 0.8952... Generator Loss: 1.5570
Epoch 2/2... Discriminator Loss: 0.9080... Generator Loss: 2.6653
Epoch 2/2... Discriminator Loss: 1.0924... Generator Loss: 1.9944
Epoch 2/2... Discriminator Loss: 0.7935... Generator Loss: 1.8724
Epoch 2/2... Discriminator Loss: 1.3718... Generator Loss: 1.1620
Epoch 2/2... Discriminator Loss: 0.8569... Generator Loss: 1.3171
Epoch 2/2... Discriminator Loss: 0.9268... Generator Loss: 2.2664
Epoch 2/2... Discriminator Loss: 0.6671... Generator Loss: 1.8058
Epoch 2/2... Discriminator Loss: 0.9762... Generator Loss: 1.1770
Epoch 2/2... Discriminator Loss: 1.0823... Generator Loss: 2.0195
Epoch 2/2... Discriminator Loss: 0.6933... Generator Loss: 1.7867
Epoch 2/2... Discriminator Loss: 0.8356... Generator Loss: 2.0622
Epoch 2/2... Discriminator Loss: 1.0016... Generator Loss: 1.8839
Epoch 2/2... Discriminator Loss: 0.8181... Generator Loss: 2.0337
Epoch 2/2... Discriminator Loss: 0.7582... Generator Loss: 2.4164
Epoch 2/2... Discriminator Loss: 0.5880... Generator Loss: 1.3347
Epoch 2/2... Discriminator Loss: 0.9059... Generator Loss: 1.8580
Epoch 2/2... Discriminator Loss: 0.9802... Generator Loss: 2.6659
Epoch 2/2... Discriminator Loss: 1.3128... Generator Loss: 0.9718
Epoch 2/2... Discriminator Loss: 1.0932... Generator Loss: 1.1895
Epoch 2/2... Discriminator Loss: 0.9350... Generator Loss: 1.2308
Epoch 2/2... Discriminator Loss: 0.9632... Generator Loss: 1.6623
Epoch 2/2... Discriminator Loss: 0.5995... Generator Loss: 1.4927
Epoch 2/2... Discriminator Loss: 0.7230... Generator Loss: 1.3641
Epoch 2/2... Discriminator Loss: 1.2420... Generator Loss: 1.4290
Epoch 2/2... Discriminator Loss: 0.6658... Generator Loss: 1.4552
Epoch 2/2... Discriminator Loss: 0.7976... Generator Loss: 1.8087
Epoch 2/2... Discriminator Loss: 0.9477... Generator Loss: 0.7245
Epoch 2/2... Discriminator Loss: 0.7181... Generator Loss: 1.6511
Epoch 2/2... Discriminator Loss: 0.8982... Generator Loss: 1.5077
Epoch 2/2... Discriminator Loss: 0.9030... Generator Loss: 0.8708
Epoch 2/2... Discriminator Loss: 0.9360... Generator Loss: 1.9913
Epoch 2/2... Discriminator Loss: 0.8489... Generator Loss: 1.7184
Epoch 2/2... Discriminator Loss: 0.9190... Generator Loss: 1.2353
Epoch 2/2... Discriminator Loss: 0.7681... Generator Loss: 2.3921
Epoch 2/2... Discriminator Loss: 1.0880... Generator Loss: 0.7410
Epoch 2/2... Discriminator Loss: 0.7664... Generator Loss: 1.3734
Epoch 2/2... Discriminator Loss: 0.8754... Generator Loss: 2.1062
Epoch 2/2... Discriminator Loss: 0.6738... Generator Loss: 2.4884
Epoch 2/2... Discriminator Loss: 0.8419... Generator Loss: 1.4452
Epoch 2/2... Discriminator Loss: 0.8568... Generator Loss: 1.1800

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [13]:
batch_size = 32
z_dim = 128
learning_rate = 2e-4
beta1 = 0.5

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.7896... Generator Loss: 1.6523
Epoch 1/2... Discriminator Loss: 0.5600... Generator Loss: 1.6030
Epoch 1/2... Discriminator Loss: 0.3990... Generator Loss: 2.3392
Epoch 1/2... Discriminator Loss: 0.2957... Generator Loss: 2.6718
Epoch 1/2... Discriminator Loss: 0.4035... Generator Loss: 1.9854
Epoch 1/2... Discriminator Loss: 0.7079... Generator Loss: 1.2021
Epoch 1/2... Discriminator Loss: 0.2883... Generator Loss: 5.6418
Epoch 1/2... Discriminator Loss: 0.3748... Generator Loss: 2.0032
Epoch 1/2... Discriminator Loss: 0.4301... Generator Loss: 1.7228
Epoch 1/2... Discriminator Loss: 0.1425... Generator Loss: 3.9671
Epoch 1/2... Discriminator Loss: 0.1434... Generator Loss: 5.8015
Epoch 1/2... Discriminator Loss: 0.5611... Generator Loss: 1.8363
Epoch 1/2... Discriminator Loss: 0.3893... Generator Loss: 2.6648
Epoch 1/2... Discriminator Loss: 0.4041... Generator Loss: 5.7282
Epoch 1/2... Discriminator Loss: 0.2703... Generator Loss: 2.8589
Epoch 1/2... Discriminator Loss: 0.0598... Generator Loss: 5.5983
Epoch 1/2... Discriminator Loss: 0.2516... Generator Loss: 2.3781
Epoch 1/2... Discriminator Loss: 0.1100... Generator Loss: 3.1971
Epoch 1/2... Discriminator Loss: 0.1277... Generator Loss: 4.0782
Epoch 1/2... Discriminator Loss: 0.2168... Generator Loss: 2.3949
Epoch 1/2... Discriminator Loss: 0.1500... Generator Loss: 3.0339
Epoch 1/2... Discriminator Loss: 0.0508... Generator Loss: 3.8649
Epoch 1/2... Discriminator Loss: 0.0870... Generator Loss: 3.4579
Epoch 1/2... Discriminator Loss: 0.0708... Generator Loss: 3.5391
Epoch 1/2... Discriminator Loss: 0.3358... Generator Loss: 2.1157
Epoch 1/2... Discriminator Loss: 0.1000... Generator Loss: 4.9658
Epoch 1/2... Discriminator Loss: 0.0695... Generator Loss: 4.3748
Epoch 1/2... Discriminator Loss: 0.0503... Generator Loss: 7.0168
Epoch 1/2... Discriminator Loss: 0.1375... Generator Loss: 3.5898
Epoch 1/2... Discriminator Loss: 0.2706... Generator Loss: 10.3770
Epoch 1/2... Discriminator Loss: 0.0993... Generator Loss: 4.2175
Epoch 1/2... Discriminator Loss: 0.1018... Generator Loss: 5.3962
Epoch 1/2... Discriminator Loss: 0.2043... Generator Loss: 3.9900
Epoch 1/2... Discriminator Loss: 0.1174... Generator Loss: 4.7607
Epoch 1/2... Discriminator Loss: 0.0693... Generator Loss: 3.8972
Epoch 1/2... Discriminator Loss: 0.0536... Generator Loss: 4.7887
Epoch 1/2... Discriminator Loss: 0.0372... Generator Loss: 5.3609
Epoch 1/2... Discriminator Loss: 0.0641... Generator Loss: 3.5383
Epoch 1/2... Discriminator Loss: 0.0683... Generator Loss: 4.2342
Epoch 1/2... Discriminator Loss: 0.0245... Generator Loss: 6.1862
Epoch 1/2... Discriminator Loss: 0.0545... Generator Loss: 4.4468
Epoch 1/2... Discriminator Loss: 0.7549... Generator Loss: 1.2410
Epoch 1/2... Discriminator Loss: 0.1903... Generator Loss: 4.1788
Epoch 1/2... Discriminator Loss: 0.2922... Generator Loss: 1.7374
Epoch 1/2... Discriminator Loss: 0.4207... Generator Loss: 2.3402
Epoch 1/2... Discriminator Loss: 0.0420... Generator Loss: 4.2728
Epoch 1/2... Discriminator Loss: 0.1057... Generator Loss: 4.5895
Epoch 1/2... Discriminator Loss: 0.0334... Generator Loss: 7.3957
Epoch 1/2... Discriminator Loss: 0.2558... Generator Loss: 2.5186
Epoch 1/2... Discriminator Loss: 0.0372... Generator Loss: 4.6949
Epoch 1/2... Discriminator Loss: 0.3508... Generator Loss: 2.7704
Epoch 1/2... Discriminator Loss: 0.2549... Generator Loss: 2.4451
Epoch 1/2... Discriminator Loss: 0.0277... Generator Loss: 5.3056
Epoch 1/2... Discriminator Loss: 0.1483... Generator Loss: 3.5252
Epoch 1/2... Discriminator Loss: 0.3171... Generator Loss: 3.0563
Epoch 1/2... Discriminator Loss: 0.0625... Generator Loss: 4.4978
Epoch 1/2... Discriminator Loss: 0.2506... Generator Loss: 2.8917
Epoch 1/2... Discriminator Loss: 5.6478... Generator Loss: 19.1772
Epoch 1/2... Discriminator Loss: 0.5174... Generator Loss: 2.0411
Epoch 1/2... Discriminator Loss: 0.7276... Generator Loss: 1.4897
Epoch 1/2... Discriminator Loss: 0.6250... Generator Loss: 1.1935
Epoch 1/2... Discriminator Loss: 0.6400... Generator Loss: 1.9903
Epoch 1/2... Discriminator Loss: 0.4731... Generator Loss: 2.3472
Epoch 1/2... Discriminator Loss: 0.4171... Generator Loss: 4.3011
Epoch 1/2... Discriminator Loss: 0.7132... Generator Loss: 1.6505
Epoch 1/2... Discriminator Loss: 0.4372... Generator Loss: 3.0354
Epoch 1/2... Discriminator Loss: 0.1860... Generator Loss: 2.6863
Epoch 1/2... Discriminator Loss: 0.2280... Generator Loss: 2.3324
Epoch 1/2... Discriminator Loss: 0.5223... Generator Loss: 3.6174
Epoch 1/2... Discriminator Loss: 0.7448... Generator Loss: 2.1131
Epoch 1/2... Discriminator Loss: 0.2136... Generator Loss: 2.5707
Epoch 1/2... Discriminator Loss: 0.5701... Generator Loss: 1.4081
Epoch 1/2... Discriminator Loss: 0.5257... Generator Loss: 1.6153
Epoch 1/2... Discriminator Loss: 0.9625... Generator Loss: 0.9340
Epoch 1/2... Discriminator Loss: 0.7768... Generator Loss: 1.9623
Epoch 1/2... Discriminator Loss: 0.8546... Generator Loss: 1.3580
Epoch 1/2... Discriminator Loss: 0.5128... Generator Loss: 1.7461
Epoch 1/2... Discriminator Loss: 0.5375... Generator Loss: 2.1714
Epoch 1/2... Discriminator Loss: 1.0634... Generator Loss: 3.4458
Epoch 1/2... Discriminator Loss: 0.9511... Generator Loss: 1.2589
Epoch 1/2... Discriminator Loss: 0.7098... Generator Loss: 2.4730
Epoch 1/2... Discriminator Loss: 0.5187... Generator Loss: 2.4904
Epoch 1/2... Discriminator Loss: 0.3500... Generator Loss: 2.3048
Epoch 1/2... Discriminator Loss: 0.6401... Generator Loss: 1.8550
Epoch 1/2... Discriminator Loss: 0.5861... Generator Loss: 1.7009
Epoch 1/2... Discriminator Loss: 0.4874... Generator Loss: 2.4493
Epoch 1/2... Discriminator Loss: 0.7347... Generator Loss: 1.6503
Epoch 1/2... Discriminator Loss: 0.5624... Generator Loss: 3.1425
Epoch 1/2... Discriminator Loss: 0.4579... Generator Loss: 2.4154
Epoch 1/2... Discriminator Loss: 0.8049... Generator Loss: 1.5985
Epoch 1/2... Discriminator Loss: 0.6709... Generator Loss: 2.0417
Epoch 1/2... Discriminator Loss: 0.3733... Generator Loss: 2.3322
Epoch 1/2... Discriminator Loss: 0.6365... Generator Loss: 1.9126
Epoch 1/2... Discriminator Loss: 0.2159... Generator Loss: 2.3926
Epoch 1/2... Discriminator Loss: 0.6427... Generator Loss: 2.4176
Epoch 1/2... Discriminator Loss: 0.5040... Generator Loss: 2.7019
Epoch 1/2... Discriminator Loss: 0.5065... Generator Loss: 2.2500
Epoch 1/2... Discriminator Loss: 0.9069... Generator Loss: 1.5857
Epoch 1/2... Discriminator Loss: 0.5259... Generator Loss: 2.1198
Epoch 1/2... Discriminator Loss: 0.4049... Generator Loss: 2.7655
Epoch 1/2... Discriminator Loss: 0.3937... Generator Loss: 2.1429
Epoch 1/2... Discriminator Loss: 0.9566... Generator Loss: 3.0272
Epoch 1/2... Discriminator Loss: 0.7864... Generator Loss: 1.8408
Epoch 1/2... Discriminator Loss: 0.7640... Generator Loss: 1.4681
Epoch 1/2... Discriminator Loss: 0.6957... Generator Loss: 2.6062
Epoch 1/2... Discriminator Loss: 0.7795... Generator Loss: 1.6777
Epoch 1/2... Discriminator Loss: 0.6105... Generator Loss: 2.6462
Epoch 1/2... Discriminator Loss: 0.4390... Generator Loss: 1.7188
Epoch 1/2... Discriminator Loss: 0.8143... Generator Loss: 1.1997
Epoch 1/2... Discriminator Loss: 0.7049... Generator Loss: 2.8099
Epoch 1/2... Discriminator Loss: 0.6394... Generator Loss: 1.9505
Epoch 1/2... Discriminator Loss: 0.8548... Generator Loss: 2.1150
Epoch 1/2... Discriminator Loss: 0.9789... Generator Loss: 1.3856
Epoch 1/2... Discriminator Loss: 0.2742... Generator Loss: 2.3270
Epoch 1/2... Discriminator Loss: 1.2430... Generator Loss: 1.1404
Epoch 1/2... Discriminator Loss: 0.7928... Generator Loss: 1.9637
Epoch 1/2... Discriminator Loss: 0.4458... Generator Loss: 2.4099
Epoch 1/2... Discriminator Loss: 0.5683... Generator Loss: 2.1567
Epoch 1/2... Discriminator Loss: 0.7934... Generator Loss: 1.8637
Epoch 1/2... Discriminator Loss: 0.6927... Generator Loss: 2.1782
Epoch 1/2... Discriminator Loss: 0.7497... Generator Loss: 1.5216
Epoch 1/2... Discriminator Loss: 0.7258... Generator Loss: 1.6363
Epoch 1/2... Discriminator Loss: 0.5684... Generator Loss: 2.9179
Epoch 1/2... Discriminator Loss: 0.4950... Generator Loss: 2.8457
Epoch 1/2... Discriminator Loss: 0.7009... Generator Loss: 1.9924
Epoch 1/2... Discriminator Loss: 0.3229... Generator Loss: 2.7668
Epoch 1/2... Discriminator Loss: 1.1330... Generator Loss: 0.9911
Epoch 1/2... Discriminator Loss: 0.4235... Generator Loss: 2.4777
Epoch 1/2... Discriminator Loss: 0.9212... Generator Loss: 1.4943
Epoch 1/2... Discriminator Loss: 0.6134... Generator Loss: 1.9335
Epoch 1/2... Discriminator Loss: 0.7236... Generator Loss: 1.5438
Epoch 1/2... Discriminator Loss: 0.7856... Generator Loss: 1.4833
Epoch 1/2... Discriminator Loss: 0.3008... Generator Loss: 2.2331
Epoch 1/2... Discriminator Loss: 0.9736... Generator Loss: 1.1987
Epoch 1/2... Discriminator Loss: 1.1196... Generator Loss: 0.9290
Epoch 1/2... Discriminator Loss: 0.6589... Generator Loss: 1.8621
Epoch 1/2... Discriminator Loss: 0.5095... Generator Loss: 2.0747
Epoch 1/2... Discriminator Loss: 0.7837... Generator Loss: 1.4514
Epoch 1/2... Discriminator Loss: 0.6871... Generator Loss: 1.4784
Epoch 1/2... Discriminator Loss: 0.9423... Generator Loss: 1.3416
Epoch 1/2... Discriminator Loss: 0.6720... Generator Loss: 1.9536
Epoch 1/2... Discriminator Loss: 0.6669... Generator Loss: 1.8360
Epoch 1/2... Discriminator Loss: 0.6358... Generator Loss: 1.7964
Epoch 1/2... Discriminator Loss: 1.2334... Generator Loss: 1.2629
Epoch 1/2... Discriminator Loss: 0.7334... Generator Loss: 1.6591
Epoch 1/2... Discriminator Loss: 0.4635... Generator Loss: 2.3195
Epoch 1/2... Discriminator Loss: 0.9012... Generator Loss: 1.5730
Epoch 1/2... Discriminator Loss: 0.7582... Generator Loss: 0.9921
Epoch 1/2... Discriminator Loss: 0.7144... Generator Loss: 1.4207
Epoch 1/2... Discriminator Loss: 0.7137... Generator Loss: 1.2141
Epoch 1/2... Discriminator Loss: 0.6402... Generator Loss: 1.8208
Epoch 1/2... Discriminator Loss: 0.7909... Generator Loss: 1.5031
Epoch 1/2... Discriminator Loss: 0.7611... Generator Loss: 1.5469
Epoch 1/2... Discriminator Loss: 0.8623... Generator Loss: 1.4434
Epoch 1/2... Discriminator Loss: 0.5531... Generator Loss: 2.3374
Epoch 1/2... Discriminator Loss: 1.4166... Generator Loss: 0.8663
Epoch 1/2... Discriminator Loss: 1.3295... Generator Loss: 0.7674
Epoch 1/2... Discriminator Loss: 0.5267... Generator Loss: 1.8875
Epoch 1/2... Discriminator Loss: 0.8983... Generator Loss: 1.2234
Epoch 1/2... Discriminator Loss: 0.8223... Generator Loss: 1.7512
Epoch 1/2... Discriminator Loss: 1.1041... Generator Loss: 1.2007
Epoch 1/2... Discriminator Loss: 1.1512... Generator Loss: 2.6713
Epoch 1/2... Discriminator Loss: 0.7061... Generator Loss: 2.4236
Epoch 1/2... Discriminator Loss: 0.5450... Generator Loss: 1.8618
Epoch 1/2... Discriminator Loss: 0.8757... Generator Loss: 1.6695
Epoch 1/2... Discriminator Loss: 1.0364... Generator Loss: 1.3477
Epoch 1/2... Discriminator Loss: 0.7044... Generator Loss: 1.8888
Epoch 1/2... Discriminator Loss: 1.4267... Generator Loss: 0.7403
Epoch 1/2... Discriminator Loss: 0.6104... Generator Loss: 2.1110
Epoch 1/2... Discriminator Loss: 1.4228... Generator Loss: 1.0877
Epoch 1/2... Discriminator Loss: 1.2274... Generator Loss: 0.8861
Epoch 1/2... Discriminator Loss: 0.9710... Generator Loss: 1.3600
Epoch 1/2... Discriminator Loss: 1.2035... Generator Loss: 1.5916
Epoch 1/2... Discriminator Loss: 0.8008... Generator Loss: 1.2023
Epoch 1/2... Discriminator Loss: 0.7438... Generator Loss: 1.5088
Epoch 1/2... Discriminator Loss: 1.3015... Generator Loss: 1.3634
Epoch 1/2... Discriminator Loss: 1.2087... Generator Loss: 1.7321
Epoch 1/2... Discriminator Loss: 0.5914... Generator Loss: 2.2197
Epoch 1/2... Discriminator Loss: 1.0130... Generator Loss: 1.7562
Epoch 1/2... Discriminator Loss: 0.7977... Generator Loss: 1.6537
Epoch 1/2... Discriminator Loss: 1.1052... Generator Loss: 1.4379
Epoch 1/2... Discriminator Loss: 0.9262... Generator Loss: 1.7664
Epoch 1/2... Discriminator Loss: 0.6320... Generator Loss: 2.4691
Epoch 1/2... Discriminator Loss: 0.6116... Generator Loss: 1.7657
Epoch 1/2... Discriminator Loss: 0.9598... Generator Loss: 2.2640
Epoch 1/2... Discriminator Loss: 0.7691... Generator Loss: 2.3727
Epoch 1/2... Discriminator Loss: 1.2048... Generator Loss: 2.1360
Epoch 1/2... Discriminator Loss: 1.1556... Generator Loss: 1.4118
Epoch 1/2... Discriminator Loss: 1.1775... Generator Loss: 1.2079
Epoch 1/2... Discriminator Loss: 0.7266... Generator Loss: 2.6222
Epoch 1/2... Discriminator Loss: 0.8132... Generator Loss: 1.4160
Epoch 1/2... Discriminator Loss: 0.8038... Generator Loss: 1.1469
Epoch 1/2... Discriminator Loss: 1.1736... Generator Loss: 1.2927
Epoch 1/2... Discriminator Loss: 0.7730... Generator Loss: 2.1900
Epoch 1/2... Discriminator Loss: 0.8042... Generator Loss: 1.4463
Epoch 1/2... Discriminator Loss: 0.9580... Generator Loss: 1.9240
Epoch 1/2... Discriminator Loss: 0.8151... Generator Loss: 1.9640
Epoch 1/2... Discriminator Loss: 0.6518... Generator Loss: 1.9533
Epoch 1/2... Discriminator Loss: 0.7168... Generator Loss: 2.0753
Epoch 1/2... Discriminator Loss: 0.8432... Generator Loss: 1.6000
Epoch 1/2... Discriminator Loss: 0.9941... Generator Loss: 1.3907
Epoch 1/2... Discriminator Loss: 0.8411... Generator Loss: 1.8829
Epoch 1/2... Discriminator Loss: 0.9036... Generator Loss: 1.3795
Epoch 1/2... Discriminator Loss: 0.7125... Generator Loss: 1.7342
Epoch 1/2... Discriminator Loss: 0.7472... Generator Loss: 1.7731
Epoch 1/2... Discriminator Loss: 1.0133... Generator Loss: 1.4890
Epoch 1/2... Discriminator Loss: 1.0484... Generator Loss: 1.4472
Epoch 1/2... Discriminator Loss: 0.9468... Generator Loss: 1.1359
Epoch 1/2... Discriminator Loss: 0.9908... Generator Loss: 1.7716
Epoch 1/2... Discriminator Loss: 0.5079... Generator Loss: 1.8655
Epoch 1/2... Discriminator Loss: 0.8828... Generator Loss: 1.6744
Epoch 1/2... Discriminator Loss: 0.9779... Generator Loss: 1.2146
Epoch 1/2... Discriminator Loss: 0.7779... Generator Loss: 1.9917
Epoch 1/2... Discriminator Loss: 1.0063... Generator Loss: 1.4428
Epoch 1/2... Discriminator Loss: 0.5337... Generator Loss: 1.6428
Epoch 1/2... Discriminator Loss: 0.7993... Generator Loss: 1.5781
Epoch 1/2... Discriminator Loss: 0.9243... Generator Loss: 1.6215
Epoch 1/2... Discriminator Loss: 1.1453... Generator Loss: 1.3014
Epoch 1/2... Discriminator Loss: 1.1417... Generator Loss: 1.0967
Epoch 1/2... Discriminator Loss: 0.9736... Generator Loss: 0.8082
Epoch 1/2... Discriminator Loss: 0.8318... Generator Loss: 1.3768
Epoch 1/2... Discriminator Loss: 0.9879... Generator Loss: 1.6692
Epoch 1/2... Discriminator Loss: 0.8995... Generator Loss: 1.1573
Epoch 1/2... Discriminator Loss: 1.0698... Generator Loss: 0.9441
Epoch 1/2... Discriminator Loss: 0.8990... Generator Loss: 1.4399
Epoch 1/2... Discriminator Loss: 0.9955... Generator Loss: 1.1655
Epoch 1/2... Discriminator Loss: 0.8276... Generator Loss: 1.3754
Epoch 1/2... Discriminator Loss: 0.9982... Generator Loss: 1.2829
Epoch 1/2... Discriminator Loss: 0.9708... Generator Loss: 1.4378
Epoch 1/2... Discriminator Loss: 0.7324... Generator Loss: 1.5373
Epoch 1/2... Discriminator Loss: 0.5134... Generator Loss: 1.7885
Epoch 1/2... Discriminator Loss: 0.8570... Generator Loss: 1.7629
Epoch 1/2... Discriminator Loss: 0.9190... Generator Loss: 1.3551
Epoch 1/2... Discriminator Loss: 0.5678... Generator Loss: 2.3810
Epoch 1/2... Discriminator Loss: 0.6902... Generator Loss: 1.4630
Epoch 1/2... Discriminator Loss: 1.3175... Generator Loss: 0.5736
Epoch 1/2... Discriminator Loss: 0.8269... Generator Loss: 1.1493
Epoch 1/2... Discriminator Loss: 0.9310... Generator Loss: 2.1464
Epoch 1/2... Discriminator Loss: 1.1347... Generator Loss: 0.9721
Epoch 1/2... Discriminator Loss: 0.7362... Generator Loss: 1.3975
Epoch 1/2... Discriminator Loss: 1.0344... Generator Loss: 1.2174
Epoch 1/2... Discriminator Loss: 1.2449... Generator Loss: 1.8370
Epoch 1/2... Discriminator Loss: 1.1318... Generator Loss: 1.9298
Epoch 1/2... Discriminator Loss: 1.4248... Generator Loss: 1.3907
Epoch 1/2... Discriminator Loss: 0.8508... Generator Loss: 1.9530
Epoch 1/2... Discriminator Loss: 0.7827... Generator Loss: 1.4988
Epoch 1/2... Discriminator Loss: 0.7077... Generator Loss: 1.4046
Epoch 1/2... Discriminator Loss: 0.7034... Generator Loss: 1.5335
Epoch 1/2... Discriminator Loss: 0.6945... Generator Loss: 2.2112
Epoch 1/2... Discriminator Loss: 0.9384... Generator Loss: 1.8128
Epoch 1/2... Discriminator Loss: 0.9516... Generator Loss: 0.8092
Epoch 1/2... Discriminator Loss: 0.7116... Generator Loss: 1.1702
Epoch 1/2... Discriminator Loss: 0.7239... Generator Loss: 1.4367
Epoch 1/2... Discriminator Loss: 1.1885... Generator Loss: 1.1828
Epoch 1/2... Discriminator Loss: 0.9681... Generator Loss: 1.4002
Epoch 1/2... Discriminator Loss: 0.8648... Generator Loss: 1.5660
Epoch 1/2... Discriminator Loss: 1.3124... Generator Loss: 0.6740
Epoch 1/2... Discriminator Loss: 1.1490... Generator Loss: 1.0414
Epoch 1/2... Discriminator Loss: 1.0689... Generator Loss: 1.0630
Epoch 1/2... Discriminator Loss: 0.9890... Generator Loss: 1.5862
Epoch 1/2... Discriminator Loss: 0.8151... Generator Loss: 1.8369
Epoch 1/2... Discriminator Loss: 0.8644... Generator Loss: 1.4610
Epoch 1/2... Discriminator Loss: 1.0599... Generator Loss: 1.0792
Epoch 1/2... Discriminator Loss: 1.0714... Generator Loss: 1.0052
Epoch 1/2... Discriminator Loss: 1.4069... Generator Loss: 0.4132
Epoch 1/2... Discriminator Loss: 1.0322... Generator Loss: 1.5769
Epoch 1/2... Discriminator Loss: 1.0303... Generator Loss: 1.4720
Epoch 1/2... Discriminator Loss: 0.9804... Generator Loss: 1.6699
Epoch 1/2... Discriminator Loss: 0.8572... Generator Loss: 1.2651
Epoch 1/2... Discriminator Loss: 1.1542... Generator Loss: 1.4597
Epoch 1/2... Discriminator Loss: 0.8356... Generator Loss: 1.6194
Epoch 1/2... Discriminator Loss: 1.0741... Generator Loss: 1.0066
Epoch 1/2... Discriminator Loss: 0.8370... Generator Loss: 1.6976
Epoch 1/2... Discriminator Loss: 0.7348... Generator Loss: 1.0485
Epoch 1/2... Discriminator Loss: 0.8245... Generator Loss: 1.3169
Epoch 1/2... Discriminator Loss: 0.6866... Generator Loss: 2.2578
Epoch 1/2... Discriminator Loss: 1.1626... Generator Loss: 1.0802
Epoch 1/2... Discriminator Loss: 1.0450... Generator Loss: 1.2638
Epoch 1/2... Discriminator Loss: 0.8471... Generator Loss: 1.2436
Epoch 1/2... Discriminator Loss: 1.0958... Generator Loss: 1.0036
Epoch 1/2... Discriminator Loss: 0.7565... Generator Loss: 1.4170
Epoch 1/2... Discriminator Loss: 0.7893... Generator Loss: 1.6528
Epoch 1/2... Discriminator Loss: 0.8951... Generator Loss: 2.0408
Epoch 1/2... Discriminator Loss: 1.2304... Generator Loss: 0.7042
Epoch 1/2... Discriminator Loss: 0.8953... Generator Loss: 1.8036
Epoch 1/2... Discriminator Loss: 1.0792... Generator Loss: 1.0196
Epoch 1/2... Discriminator Loss: 0.8598... Generator Loss: 1.5478
Epoch 1/2... Discriminator Loss: 1.0277... Generator Loss: 1.4252
Epoch 1/2... Discriminator Loss: 0.9301... Generator Loss: 1.0281
Epoch 1/2... Discriminator Loss: 0.8534... Generator Loss: 1.4364
Epoch 1/2... Discriminator Loss: 1.2267... Generator Loss: 1.0653
Epoch 1/2... Discriminator Loss: 1.2418... Generator Loss: 1.1931
Epoch 1/2... Discriminator Loss: 0.8067... Generator Loss: 1.8799
Epoch 1/2... Discriminator Loss: 1.1446... Generator Loss: 0.7597
Epoch 1/2... Discriminator Loss: 0.5287... Generator Loss: 2.0595
Epoch 1/2... Discriminator Loss: 0.8799... Generator Loss: 2.0755
Epoch 1/2... Discriminator Loss: 0.8180... Generator Loss: 1.4318
Epoch 1/2... Discriminator Loss: 1.0727... Generator Loss: 1.1133
Epoch 1/2... Discriminator Loss: 0.8211... Generator Loss: 1.3227
Epoch 1/2... Discriminator Loss: 0.8732... Generator Loss: 1.1799
Epoch 1/2... Discriminator Loss: 0.9553... Generator Loss: 1.7374
Epoch 1/2... Discriminator Loss: 0.9775... Generator Loss: 1.2939
Epoch 1/2... Discriminator Loss: 0.9726... Generator Loss: 1.3708
Epoch 1/2... Discriminator Loss: 1.0278... Generator Loss: 2.0434
Epoch 1/2... Discriminator Loss: 0.7827... Generator Loss: 1.2060
Epoch 1/2... Discriminator Loss: 0.9828... Generator Loss: 1.4740
Epoch 1/2... Discriminator Loss: 1.2942... Generator Loss: 1.8104
Epoch 1/2... Discriminator Loss: 1.0365... Generator Loss: 0.8641
Epoch 1/2... Discriminator Loss: 0.7803... Generator Loss: 1.7875
Epoch 1/2... Discriminator Loss: 1.0066... Generator Loss: 1.3678
Epoch 1/2... Discriminator Loss: 0.9555... Generator Loss: 0.8954
Epoch 1/2... Discriminator Loss: 0.9948... Generator Loss: 1.6268
Epoch 1/2... Discriminator Loss: 0.8578... Generator Loss: 1.4010
Epoch 1/2... Discriminator Loss: 0.8904... Generator Loss: 1.1834
Epoch 1/2... Discriminator Loss: 1.2727... Generator Loss: 0.8517
Epoch 1/2... Discriminator Loss: 1.1692... Generator Loss: 1.5298
Epoch 1/2... Discriminator Loss: 1.3460... Generator Loss: 1.0532
Epoch 1/2... Discriminator Loss: 1.0201... Generator Loss: 1.0016
Epoch 1/2... Discriminator Loss: 1.0328... Generator Loss: 0.9094
Epoch 1/2... Discriminator Loss: 0.8680... Generator Loss: 1.3393
Epoch 1/2... Discriminator Loss: 1.2311... Generator Loss: 0.9645
Epoch 1/2... Discriminator Loss: 0.8506... Generator Loss: 1.5324
Epoch 1/2... Discriminator Loss: 0.8409... Generator Loss: 1.5447
Epoch 1/2... Discriminator Loss: 1.0451... Generator Loss: 1.4953
Epoch 1/2... Discriminator Loss: 0.7848... Generator Loss: 1.5313
Epoch 1/2... Discriminator Loss: 0.9655... Generator Loss: 0.8026
Epoch 1/2... Discriminator Loss: 1.0663... Generator Loss: 1.2963
Epoch 1/2... Discriminator Loss: 1.1453... Generator Loss: 1.0646
Epoch 1/2... Discriminator Loss: 1.1894... Generator Loss: 0.8165
Epoch 1/2... Discriminator Loss: 0.9603... Generator Loss: 1.1904
Epoch 1/2... Discriminator Loss: 0.9777... Generator Loss: 1.4533
Epoch 1/2... Discriminator Loss: 1.3999... Generator Loss: 1.0456
Epoch 1/2... Discriminator Loss: 1.2867... Generator Loss: 0.8864
Epoch 1/2... Discriminator Loss: 0.8755... Generator Loss: 1.3254
Epoch 1/2... Discriminator Loss: 1.0792... Generator Loss: 0.9628
Epoch 1/2... Discriminator Loss: 0.9243... Generator Loss: 1.0609
Epoch 1/2... Discriminator Loss: 1.1907... Generator Loss: 0.9502
Epoch 1/2... Discriminator Loss: 0.8311... Generator Loss: 1.8019
Epoch 1/2... Discriminator Loss: 0.7608... Generator Loss: 1.3185
Epoch 1/2... Discriminator Loss: 0.8583... Generator Loss: 1.2259
Epoch 1/2... Discriminator Loss: 1.1220... Generator Loss: 1.0955
Epoch 1/2... Discriminator Loss: 1.1057... Generator Loss: 1.5400
Epoch 1/2... Discriminator Loss: 0.9759... Generator Loss: 1.8424
Epoch 1/2... Discriminator Loss: 0.8856... Generator Loss: 1.1749
Epoch 1/2... Discriminator Loss: 0.7969... Generator Loss: 1.2438
Epoch 1/2... Discriminator Loss: 1.1493... Generator Loss: 1.3979
Epoch 1/2... Discriminator Loss: 0.9353... Generator Loss: 1.0686
Epoch 1/2... Discriminator Loss: 0.9468... Generator Loss: 1.6055
Epoch 1/2... Discriminator Loss: 0.8215... Generator Loss: 1.3697
Epoch 1/2... Discriminator Loss: 1.0315... Generator Loss: 1.1683
Epoch 1/2... Discriminator Loss: 1.1609... Generator Loss: 1.0421
Epoch 1/2... Discriminator Loss: 0.7008... Generator Loss: 1.4157
Epoch 1/2... Discriminator Loss: 0.7642... Generator Loss: 0.9753
Epoch 1/2... Discriminator Loss: 1.2488... Generator Loss: 1.1784
Epoch 1/2... Discriminator Loss: 1.2106... Generator Loss: 1.0667
Epoch 1/2... Discriminator Loss: 0.9240... Generator Loss: 1.7026
Epoch 1/2... Discriminator Loss: 0.9820... Generator Loss: 1.8971
Epoch 1/2... Discriminator Loss: 0.8868... Generator Loss: 1.5520
Epoch 1/2... Discriminator Loss: 1.1249... Generator Loss: 1.1117
Epoch 1/2... Discriminator Loss: 1.0859... Generator Loss: 0.9925
Epoch 1/2... Discriminator Loss: 1.0419... Generator Loss: 1.2884
Epoch 1/2... Discriminator Loss: 0.7524... Generator Loss: 1.6785
Epoch 1/2... Discriminator Loss: 0.9299... Generator Loss: 1.2475
Epoch 1/2... Discriminator Loss: 1.1940... Generator Loss: 0.8559
Epoch 1/2... Discriminator Loss: 1.1349... Generator Loss: 1.0733
Epoch 1/2... Discriminator Loss: 1.2197... Generator Loss: 1.2114
Epoch 1/2... Discriminator Loss: 0.7817... Generator Loss: 1.1782
Epoch 1/2... Discriminator Loss: 1.1679... Generator Loss: 0.9576
Epoch 1/2... Discriminator Loss: 1.0250... Generator Loss: 1.0241
Epoch 1/2... Discriminator Loss: 0.9027... Generator Loss: 0.9304
Epoch 1/2... Discriminator Loss: 0.8514... Generator Loss: 1.1463
Epoch 1/2... Discriminator Loss: 0.7709... Generator Loss: 1.5617
Epoch 1/2... Discriminator Loss: 1.3642... Generator Loss: 0.8045
Epoch 1/2... Discriminator Loss: 1.1282... Generator Loss: 1.2007
Epoch 1/2... Discriminator Loss: 1.1498... Generator Loss: 1.3671
Epoch 1/2... Discriminator Loss: 0.9970... Generator Loss: 1.1649
Epoch 1/2... Discriminator Loss: 0.8498... Generator Loss: 1.0781
Epoch 1/2... Discriminator Loss: 1.6054... Generator Loss: 1.1857
Epoch 1/2... Discriminator Loss: 0.9335... Generator Loss: 2.0199
Epoch 1/2... Discriminator Loss: 1.0792... Generator Loss: 1.2264
Epoch 1/2... Discriminator Loss: 0.8049... Generator Loss: 1.0208
Epoch 1/2... Discriminator Loss: 1.0417... Generator Loss: 0.8958
Epoch 1/2... Discriminator Loss: 0.8252... Generator Loss: 1.3666
Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.6228
Epoch 1/2... Discriminator Loss: 1.0498... Generator Loss: 1.1261
Epoch 1/2... Discriminator Loss: 0.9102... Generator Loss: 1.5838
Epoch 1/2... Discriminator Loss: 1.2933... Generator Loss: 0.7680
Epoch 1/2... Discriminator Loss: 1.0525... Generator Loss: 1.2519
Epoch 1/2... Discriminator Loss: 1.0075... Generator Loss: 0.9801
Epoch 1/2... Discriminator Loss: 0.8461... Generator Loss: 1.3171
Epoch 1/2... Discriminator Loss: 0.9615... Generator Loss: 1.1126
Epoch 1/2... Discriminator Loss: 0.9469... Generator Loss: 1.1460
Epoch 1/2... Discriminator Loss: 0.9687... Generator Loss: 1.2135
Epoch 1/2... Discriminator Loss: 1.1501... Generator Loss: 0.8762
Epoch 1/2... Discriminator Loss: 0.8475... Generator Loss: 1.2567
Epoch 1/2... Discriminator Loss: 0.9557... Generator Loss: 1.3627
Epoch 1/2... Discriminator Loss: 1.2033... Generator Loss: 0.8009
Epoch 1/2... Discriminator Loss: 1.0058... Generator Loss: 1.1949
Epoch 1/2... Discriminator Loss: 0.7656... Generator Loss: 1.5601
Epoch 1/2... Discriminator Loss: 1.0756... Generator Loss: 0.8268
Epoch 1/2... Discriminator Loss: 1.1234... Generator Loss: 0.9694
Epoch 1/2... Discriminator Loss: 1.0495... Generator Loss: 1.2980
Epoch 1/2... Discriminator Loss: 1.0968... Generator Loss: 1.1284
Epoch 1/2... Discriminator Loss: 0.9013... Generator Loss: 1.2874
Epoch 1/2... Discriminator Loss: 0.9916... Generator Loss: 1.0951
Epoch 1/2... Discriminator Loss: 0.8287... Generator Loss: 1.8111
Epoch 1/2... Discriminator Loss: 1.1506... Generator Loss: 0.9244
Epoch 1/2... Discriminator Loss: 1.1222... Generator Loss: 1.1589
Epoch 1/2... Discriminator Loss: 0.9406... Generator Loss: 1.1407
Epoch 1/2... Discriminator Loss: 0.8021... Generator Loss: 1.1095
Epoch 1/2... Discriminator Loss: 0.9389... Generator Loss: 1.4448
Epoch 1/2... Discriminator Loss: 0.5397... Generator Loss: 1.7291
Epoch 1/2... Discriminator Loss: 0.6874... Generator Loss: 1.4641
Epoch 1/2... Discriminator Loss: 1.3332... Generator Loss: 0.9242
Epoch 1/2... Discriminator Loss: 1.1394... Generator Loss: 1.2446
Epoch 1/2... Discriminator Loss: 0.8465... Generator Loss: 1.6617
Epoch 1/2... Discriminator Loss: 1.1893... Generator Loss: 1.1812
Epoch 1/2... Discriminator Loss: 0.8045... Generator Loss: 1.3355
Epoch 1/2... Discriminator Loss: 1.1457... Generator Loss: 0.6147
Epoch 1/2... Discriminator Loss: 0.9159... Generator Loss: 1.0084
Epoch 1/2... Discriminator Loss: 0.9986... Generator Loss: 1.0768
Epoch 1/2... Discriminator Loss: 0.7211... Generator Loss: 1.5711
Epoch 1/2... Discriminator Loss: 1.0934... Generator Loss: 1.0850
Epoch 1/2... Discriminator Loss: 0.9018... Generator Loss: 1.0852
Epoch 1/2... Discriminator Loss: 1.4519... Generator Loss: 0.6764
Epoch 1/2... Discriminator Loss: 1.1148... Generator Loss: 1.3095
Epoch 1/2... Discriminator Loss: 0.9098... Generator Loss: 1.6028
Epoch 1/2... Discriminator Loss: 0.9433... Generator Loss: 1.1204
Epoch 1/2... Discriminator Loss: 1.1621... Generator Loss: 1.0147
Epoch 1/2... Discriminator Loss: 0.9565... Generator Loss: 1.1131
Epoch 1/2... Discriminator Loss: 0.9588... Generator Loss: 1.2133
Epoch 1/2... Discriminator Loss: 0.9828... Generator Loss: 0.9130
Epoch 1/2... Discriminator Loss: 0.7847... Generator Loss: 1.6989
Epoch 1/2... Discriminator Loss: 0.8970... Generator Loss: 1.2941
Epoch 1/2... Discriminator Loss: 1.0180... Generator Loss: 0.8995
Epoch 1/2... Discriminator Loss: 1.1541... Generator Loss: 1.2779
Epoch 1/2... Discriminator Loss: 1.0015... Generator Loss: 0.9672
Epoch 1/2... Discriminator Loss: 1.1630... Generator Loss: 0.8106
Epoch 1/2... Discriminator Loss: 0.8342... Generator Loss: 1.2129
Epoch 1/2... Discriminator Loss: 0.9537... Generator Loss: 0.9746
Epoch 1/2... Discriminator Loss: 1.1830... Generator Loss: 0.7370
Epoch 1/2... Discriminator Loss: 1.2990... Generator Loss: 1.6754
Epoch 1/2... Discriminator Loss: 0.9552... Generator Loss: 1.0622
Epoch 1/2... Discriminator Loss: 1.1787... Generator Loss: 0.6566
Epoch 1/2... Discriminator Loss: 1.0314... Generator Loss: 1.2108
Epoch 1/2... Discriminator Loss: 0.8809... Generator Loss: 1.4364
Epoch 1/2... Discriminator Loss: 1.0560... Generator Loss: 0.9040
Epoch 1/2... Discriminator Loss: 1.0281... Generator Loss: 1.4812
Epoch 1/2... Discriminator Loss: 0.9654... Generator Loss: 0.7189
Epoch 1/2... Discriminator Loss: 1.0044... Generator Loss: 1.0605
Epoch 1/2... Discriminator Loss: 0.8023... Generator Loss: 1.5668
Epoch 1/2... Discriminator Loss: 1.1621... Generator Loss: 1.2165
Epoch 1/2... Discriminator Loss: 0.7726... Generator Loss: 1.4222
Epoch 1/2... Discriminator Loss: 1.0375... Generator Loss: 1.1642
Epoch 1/2... Discriminator Loss: 0.9437... Generator Loss: 1.2454
Epoch 1/2... Discriminator Loss: 1.1705... Generator Loss: 1.0437
Epoch 1/2... Discriminator Loss: 1.1488... Generator Loss: 1.1158
Epoch 1/2... Discriminator Loss: 1.1670... Generator Loss: 1.0767
Epoch 1/2... Discriminator Loss: 0.8953... Generator Loss: 1.1251
Epoch 1/2... Discriminator Loss: 0.8758... Generator Loss: 1.9157
Epoch 1/2... Discriminator Loss: 0.9895... Generator Loss: 1.2214
Epoch 1/2... Discriminator Loss: 0.9062... Generator Loss: 1.2709
Epoch 1/2... Discriminator Loss: 1.1992... Generator Loss: 0.8860
Epoch 1/2... Discriminator Loss: 0.7522... Generator Loss: 1.0823
Epoch 1/2... Discriminator Loss: 0.9568... Generator Loss: 1.1358
Epoch 1/2... Discriminator Loss: 1.0504... Generator Loss: 0.8940
Epoch 1/2... Discriminator Loss: 0.8482... Generator Loss: 1.3300
Epoch 1/2... Discriminator Loss: 0.9035... Generator Loss: 1.1718
Epoch 1/2... Discriminator Loss: 0.7871... Generator Loss: 1.2976
Epoch 1/2... Discriminator Loss: 1.1792... Generator Loss: 1.3114
Epoch 1/2... Discriminator Loss: 0.9298... Generator Loss: 1.7122
Epoch 1/2... Discriminator Loss: 1.0262... Generator Loss: 1.5763
Epoch 1/2... Discriminator Loss: 1.4905... Generator Loss: 0.8511
Epoch 1/2... Discriminator Loss: 0.9709... Generator Loss: 1.4169
Epoch 1/2... Discriminator Loss: 0.9337... Generator Loss: 1.4226
Epoch 1/2... Discriminator Loss: 1.1490... Generator Loss: 0.8975
Epoch 1/2... Discriminator Loss: 1.0146... Generator Loss: 0.6954
Epoch 1/2... Discriminator Loss: 1.0982... Generator Loss: 0.9805
Epoch 1/2... Discriminator Loss: 0.9546... Generator Loss: 1.2202
Epoch 1/2... Discriminator Loss: 0.8736... Generator Loss: 1.6470
Epoch 1/2... Discriminator Loss: 0.8251... Generator Loss: 1.3168
Epoch 1/2... Discriminator Loss: 1.3141... Generator Loss: 0.9006
Epoch 1/2... Discriminator Loss: 1.0401... Generator Loss: 1.0861
Epoch 1/2... Discriminator Loss: 0.9801... Generator Loss: 1.0135
Epoch 1/2... Discriminator Loss: 0.9215... Generator Loss: 1.0344
Epoch 1/2... Discriminator Loss: 1.1093... Generator Loss: 1.0725
Epoch 1/2... Discriminator Loss: 0.8423... Generator Loss: 1.0408
Epoch 1/2... Discriminator Loss: 1.1821... Generator Loss: 0.8339
Epoch 1/2... Discriminator Loss: 1.0195... Generator Loss: 1.0000
Epoch 1/2... Discriminator Loss: 1.0169... Generator Loss: 1.3262
Epoch 1/2... Discriminator Loss: 1.0492... Generator Loss: 1.0836
Epoch 1/2... Discriminator Loss: 1.1687... Generator Loss: 1.1612
Epoch 1/2... Discriminator Loss: 1.1293... Generator Loss: 1.2221
Epoch 1/2... Discriminator Loss: 0.8593... Generator Loss: 1.0309
Epoch 1/2... Discriminator Loss: 0.9260... Generator Loss: 1.1017
Epoch 1/2... Discriminator Loss: 1.0021... Generator Loss: 1.2125
Epoch 1/2... Discriminator Loss: 1.1546... Generator Loss: 1.0690
Epoch 1/2... Discriminator Loss: 1.0200... Generator Loss: 1.4395
Epoch 1/2... Discriminator Loss: 0.9567... Generator Loss: 1.6841
Epoch 1/2... Discriminator Loss: 1.1305... Generator Loss: 1.1449
Epoch 1/2... Discriminator Loss: 0.7738... Generator Loss: 1.1221
Epoch 1/2... Discriminator Loss: 0.8588... Generator Loss: 1.3416
Epoch 1/2... Discriminator Loss: 1.4479... Generator Loss: 0.8755
Epoch 1/2... Discriminator Loss: 0.8679... Generator Loss: 1.6403
Epoch 1/2... Discriminator Loss: 0.7910... Generator Loss: 1.3463
Epoch 1/2... Discriminator Loss: 0.7986... Generator Loss: 1.3914
Epoch 1/2... Discriminator Loss: 1.2929... Generator Loss: 0.7430
Epoch 1/2... Discriminator Loss: 1.1316... Generator Loss: 0.7601
Epoch 1/2... Discriminator Loss: 0.7595... Generator Loss: 1.2540
Epoch 1/2... Discriminator Loss: 1.1190... Generator Loss: 1.1075
Epoch 1/2... Discriminator Loss: 0.7304... Generator Loss: 1.5005
Epoch 1/2... Discriminator Loss: 1.2867... Generator Loss: 1.1446
Epoch 1/2... Discriminator Loss: 0.9850... Generator Loss: 1.1456
Epoch 1/2... Discriminator Loss: 1.3941... Generator Loss: 0.6691
Epoch 1/2... Discriminator Loss: 1.0233... Generator Loss: 1.0485
Epoch 1/2... Discriminator Loss: 0.7889... Generator Loss: 1.7916
Epoch 1/2... Discriminator Loss: 1.3673... Generator Loss: 1.4171
Epoch 1/2... Discriminator Loss: 0.8176... Generator Loss: 1.5938
Epoch 1/2... Discriminator Loss: 0.7954... Generator Loss: 1.2297
Epoch 1/2... Discriminator Loss: 1.1406... Generator Loss: 0.7071
Epoch 1/2... Discriminator Loss: 0.9383... Generator Loss: 1.0987
Epoch 1/2... Discriminator Loss: 1.0200... Generator Loss: 1.0308
Epoch 1/2... Discriminator Loss: 0.6486... Generator Loss: 2.0858
Epoch 1/2... Discriminator Loss: 1.0753... Generator Loss: 0.9399
Epoch 1/2... Discriminator Loss: 1.0808... Generator Loss: 1.3074
Epoch 1/2... Discriminator Loss: 1.2831... Generator Loss: 0.9574
Epoch 1/2... Discriminator Loss: 0.9739... Generator Loss: 0.9023
Epoch 1/2... Discriminator Loss: 1.1344... Generator Loss: 1.0584
Epoch 1/2... Discriminator Loss: 0.9683... Generator Loss: 1.0838
Epoch 1/2... Discriminator Loss: 0.9762... Generator Loss: 1.2490
Epoch 1/2... Discriminator Loss: 0.9314... Generator Loss: 1.3079
Epoch 1/2... Discriminator Loss: 1.1427... Generator Loss: 1.0998
Epoch 1/2... Discriminator Loss: 0.9642... Generator Loss: 1.2815
Epoch 1/2... Discriminator Loss: 0.8765... Generator Loss: 1.1731
Epoch 1/2... Discriminator Loss: 1.3014... Generator Loss: 0.3420
Epoch 1/2... Discriminator Loss: 1.0055... Generator Loss: 1.4579
Epoch 1/2... Discriminator Loss: 0.8906... Generator Loss: 1.5246
Epoch 1/2... Discriminator Loss: 1.0989... Generator Loss: 1.2124
Epoch 1/2... Discriminator Loss: 0.9937... Generator Loss: 1.2847
Epoch 1/2... Discriminator Loss: 0.7515... Generator Loss: 2.0539
Epoch 1/2... Discriminator Loss: 1.0831... Generator Loss: 1.3838
Epoch 1/2... Discriminator Loss: 1.1561... Generator Loss: 0.9056
Epoch 1/2... Discriminator Loss: 0.9262... Generator Loss: 1.2206
Epoch 1/2... Discriminator Loss: 0.9695... Generator Loss: 1.3382
Epoch 1/2... Discriminator Loss: 1.0219... Generator Loss: 1.5732
Epoch 1/2... Discriminator Loss: 0.5575... Generator Loss: 1.8257
Epoch 1/2... Discriminator Loss: 0.8609... Generator Loss: 1.0051
Epoch 1/2... Discriminator Loss: 0.9879... Generator Loss: 1.5577
Epoch 1/2... Discriminator Loss: 1.1589... Generator Loss: 1.5442
Epoch 1/2... Discriminator Loss: 0.8191... Generator Loss: 1.7187
Epoch 1/2... Discriminator Loss: 0.6289... Generator Loss: 1.5297
Epoch 1/2... Discriminator Loss: 1.0440... Generator Loss: 0.9823
Epoch 1/2... Discriminator Loss: 0.8976... Generator Loss: 1.9961
Epoch 1/2... Discriminator Loss: 0.7218... Generator Loss: 1.3950
Epoch 1/2... Discriminator Loss: 1.0911... Generator Loss: 0.8243
Epoch 1/2... Discriminator Loss: 0.9789... Generator Loss: 1.6616
Epoch 1/2... Discriminator Loss: 0.9447... Generator Loss: 1.3431
Epoch 1/2... Discriminator Loss: 0.6749... Generator Loss: 1.3286
Epoch 1/2... Discriminator Loss: 0.8328... Generator Loss: 1.6532
Epoch 1/2... Discriminator Loss: 1.0152... Generator Loss: 1.4360
Epoch 1/2... Discriminator Loss: 0.9830... Generator Loss: 2.1363
Epoch 1/2... Discriminator Loss: 1.0638... Generator Loss: 1.1594
Epoch 1/2... Discriminator Loss: 1.1528... Generator Loss: 1.6072
Epoch 1/2... Discriminator Loss: 1.1652... Generator Loss: 1.5460
Epoch 1/2... Discriminator Loss: 1.0846... Generator Loss: 1.2897
Epoch 1/2... Discriminator Loss: 1.1090... Generator Loss: 1.2497
Epoch 1/2... Discriminator Loss: 0.9886... Generator Loss: 1.5185
Epoch 1/2... Discriminator Loss: 0.8266... Generator Loss: 1.2866
Epoch 1/2... Discriminator Loss: 0.8025... Generator Loss: 1.2495
Epoch 1/2... Discriminator Loss: 1.0595... Generator Loss: 1.1650
Epoch 1/2... Discriminator Loss: 0.9118... Generator Loss: 1.0983
Epoch 1/2... Discriminator Loss: 1.1122... Generator Loss: 1.3868
Epoch 1/2... Discriminator Loss: 0.8637... Generator Loss: 1.6227
Epoch 1/2... Discriminator Loss: 1.0522... Generator Loss: 1.3300
Epoch 1/2... Discriminator Loss: 0.9965... Generator Loss: 1.2422
Epoch 1/2... Discriminator Loss: 0.9247... Generator Loss: 1.4788
Epoch 1/2... Discriminator Loss: 0.7187... Generator Loss: 1.5785
Epoch 1/2... Discriminator Loss: 0.9454... Generator Loss: 1.4212
Epoch 1/2... Discriminator Loss: 0.9118... Generator Loss: 1.0964
Epoch 1/2... Discriminator Loss: 1.1415... Generator Loss: 1.0240
Epoch 1/2... Discriminator Loss: 0.7723... Generator Loss: 1.0167
Epoch 1/2... Discriminator Loss: 0.7703... Generator Loss: 1.0828
Epoch 1/2... Discriminator Loss: 0.8238... Generator Loss: 1.7772
Epoch 1/2... Discriminator Loss: 0.8418... Generator Loss: 1.1526
Epoch 1/2... Discriminator Loss: 1.0742... Generator Loss: 0.8549
Epoch 1/2... Discriminator Loss: 1.1072... Generator Loss: 0.7920
Epoch 1/2... Discriminator Loss: 0.9487... Generator Loss: 0.9555
Epoch 1/2... Discriminator Loss: 0.9009... Generator Loss: 1.0445
Epoch 1/2... Discriminator Loss: 1.3118... Generator Loss: 1.2751
Epoch 1/2... Discriminator Loss: 0.8238... Generator Loss: 1.1912
Epoch 1/2... Discriminator Loss: 1.2638... Generator Loss: 0.7138
Epoch 1/2... Discriminator Loss: 1.0262... Generator Loss: 0.9323
Epoch 1/2... Discriminator Loss: 0.7580... Generator Loss: 1.2351
Epoch 1/2... Discriminator Loss: 1.0229... Generator Loss: 1.8209
Epoch 1/2... Discriminator Loss: 1.0565... Generator Loss: 1.2575
Epoch 1/2... Discriminator Loss: 0.9711... Generator Loss: 1.0936
Epoch 1/2... Discriminator Loss: 0.6779... Generator Loss: 1.7906
Epoch 1/2... Discriminator Loss: 1.2222... Generator Loss: 0.9472
Epoch 1/2... Discriminator Loss: 1.2122... Generator Loss: 1.2004
Epoch 1/2... Discriminator Loss: 0.9929... Generator Loss: 2.0514
Epoch 1/2... Discriminator Loss: 1.0370... Generator Loss: 1.3018
Epoch 1/2... Discriminator Loss: 0.9219... Generator Loss: 1.1827
Epoch 1/2... Discriminator Loss: 1.1417... Generator Loss: 0.7141
Epoch 1/2... Discriminator Loss: 1.2833... Generator Loss: 0.9280
Epoch 1/2... Discriminator Loss: 0.9677... Generator Loss: 1.7331
Epoch 1/2... Discriminator Loss: 0.9115... Generator Loss: 1.9283
Epoch 1/2... Discriminator Loss: 1.3210... Generator Loss: 1.1481
Epoch 1/2... Discriminator Loss: 1.1366... Generator Loss: 1.3369
Epoch 1/2... Discriminator Loss: 1.2158... Generator Loss: 0.6118
Epoch 1/2... Discriminator Loss: 1.1873... Generator Loss: 0.8136
Epoch 1/2... Discriminator Loss: 1.1784... Generator Loss: 0.7900
Epoch 1/2... Discriminator Loss: 1.0633... Generator Loss: 0.8435
Epoch 1/2... Discriminator Loss: 1.2077... Generator Loss: 1.4724
Epoch 1/2... Discriminator Loss: 0.6187... Generator Loss: 1.6784
Epoch 1/2... Discriminator Loss: 1.0375... Generator Loss: 1.4390
Epoch 1/2... Discriminator Loss: 0.6290... Generator Loss: 1.0397
Epoch 1/2... Discriminator Loss: 1.3059... Generator Loss: 0.9896
Epoch 1/2... Discriminator Loss: 1.3541... Generator Loss: 0.9683
Epoch 1/2... Discriminator Loss: 0.8772... Generator Loss: 1.0861
Epoch 1/2... Discriminator Loss: 1.0948... Generator Loss: 0.9762
Epoch 1/2... Discriminator Loss: 0.9340... Generator Loss: 1.0709
Epoch 1/2... Discriminator Loss: 1.4817... Generator Loss: 0.7688
Epoch 1/2... Discriminator Loss: 1.0343... Generator Loss: 1.1465
Epoch 1/2... Discriminator Loss: 0.7280... Generator Loss: 1.4172
Epoch 1/2... Discriminator Loss: 1.1086... Generator Loss: 1.5782
Epoch 1/2... Discriminator Loss: 0.9524... Generator Loss: 1.5135
Epoch 1/2... Discriminator Loss: 1.1397... Generator Loss: 1.0466
Epoch 1/2... Discriminator Loss: 1.0012... Generator Loss: 0.9143
Epoch 1/2... Discriminator Loss: 0.8283... Generator Loss: 1.8413
Epoch 1/2... Discriminator Loss: 0.7447... Generator Loss: 1.5611
Epoch 1/2... Discriminator Loss: 1.0817... Generator Loss: 1.2861
Epoch 1/2... Discriminator Loss: 0.8702... Generator Loss: 1.2621
Epoch 1/2... Discriminator Loss: 0.9249... Generator Loss: 0.8213
Epoch 2/2... Discriminator Loss: 0.6643... Generator Loss: 1.7852
Epoch 2/2... Discriminator Loss: 0.9022... Generator Loss: 1.1159
Epoch 2/2... Discriminator Loss: 0.8414... Generator Loss: 1.4267
Epoch 2/2... Discriminator Loss: 0.9807... Generator Loss: 1.1078
Epoch 2/2... Discriminator Loss: 0.8307... Generator Loss: 1.3180
Epoch 2/2... Discriminator Loss: 1.0257... Generator Loss: 0.9303
Epoch 2/2... Discriminator Loss: 0.7282... Generator Loss: 1.3059
Epoch 2/2... Discriminator Loss: 0.9579... Generator Loss: 0.6328
Epoch 2/2... Discriminator Loss: 1.2993... Generator Loss: 1.1518
Epoch 2/2... Discriminator Loss: 1.0088... Generator Loss: 1.1953
Epoch 2/2... Discriminator Loss: 1.0230... Generator Loss: 1.3365
Epoch 2/2... Discriminator Loss: 1.4847... Generator Loss: 0.9277
Epoch 2/2... Discriminator Loss: 0.6648... Generator Loss: 1.7050
Epoch 2/2... Discriminator Loss: 0.9204... Generator Loss: 1.0768
Epoch 2/2... Discriminator Loss: 0.8871... Generator Loss: 0.9018
Epoch 2/2... Discriminator Loss: 1.2337... Generator Loss: 1.0751
Epoch 2/2... Discriminator Loss: 1.1093... Generator Loss: 1.7342
Epoch 2/2... Discriminator Loss: 1.1354... Generator Loss: 0.8772
Epoch 2/2... Discriminator Loss: 1.1340... Generator Loss: 0.9692
Epoch 2/2... Discriminator Loss: 1.1052... Generator Loss: 0.9510
Epoch 2/2... Discriminator Loss: 0.6288... Generator Loss: 1.5423
Epoch 2/2... Discriminator Loss: 1.0749... Generator Loss: 0.9348
Epoch 2/2... Discriminator Loss: 1.2334... Generator Loss: 1.2327
Epoch 2/2... Discriminator Loss: 1.1862... Generator Loss: 1.2116
Epoch 2/2... Discriminator Loss: 0.7732... Generator Loss: 1.4610
Epoch 2/2... Discriminator Loss: 0.9789... Generator Loss: 0.7988
Epoch 2/2... Discriminator Loss: 0.7563... Generator Loss: 1.2603
Epoch 2/2... Discriminator Loss: 0.8214... Generator Loss: 1.0681
Epoch 2/2... Discriminator Loss: 0.8395... Generator Loss: 1.4544
Epoch 2/2... Discriminator Loss: 0.8839... Generator Loss: 2.0773
Epoch 2/2... Discriminator Loss: 1.1706... Generator Loss: 0.9090
Epoch 2/2... Discriminator Loss: 1.0334... Generator Loss: 0.7876
Epoch 2/2... Discriminator Loss: 0.7434... Generator Loss: 1.1181
Epoch 2/2... Discriminator Loss: 0.9862... Generator Loss: 0.9073
Epoch 2/2... Discriminator Loss: 0.7753... Generator Loss: 1.3032
Epoch 2/2... Discriminator Loss: 1.2645... Generator Loss: 0.9326
Epoch 2/2... Discriminator Loss: 1.1502... Generator Loss: 0.7188
Epoch 2/2... Discriminator Loss: 1.0493... Generator Loss: 1.1346
Epoch 2/2... Discriminator Loss: 0.9434... Generator Loss: 0.9468
Epoch 2/2... Discriminator Loss: 0.7007... Generator Loss: 1.7752
Epoch 2/2... Discriminator Loss: 0.7656... Generator Loss: 1.8845
Epoch 2/2... Discriminator Loss: 1.1777... Generator Loss: 1.1663
Epoch 2/2... Discriminator Loss: 0.8675... Generator Loss: 0.8151
Epoch 2/2... Discriminator Loss: 0.8618... Generator Loss: 1.2060
Epoch 2/2... Discriminator Loss: 0.9844... Generator Loss: 1.3579
Epoch 2/2... Discriminator Loss: 0.9093... Generator Loss: 1.4429
Epoch 2/2... Discriminator Loss: 0.9969... Generator Loss: 0.9300
Epoch 2/2... Discriminator Loss: 1.0944... Generator Loss: 1.1390
Epoch 2/2... Discriminator Loss: 0.8010... Generator Loss: 1.4952
Epoch 2/2... Discriminator Loss: 0.9784... Generator Loss: 1.1314
Epoch 2/2... Discriminator Loss: 1.0000... Generator Loss: 1.3101
Epoch 2/2... Discriminator Loss: 0.9135... Generator Loss: 1.8991
Epoch 2/2... Discriminator Loss: 0.9244... Generator Loss: 1.3879
Epoch 2/2... Discriminator Loss: 0.7021... Generator Loss: 1.3616
Epoch 2/2... Discriminator Loss: 1.2145... Generator Loss: 0.9151
Epoch 2/2... Discriminator Loss: 0.9987... Generator Loss: 1.2714
Epoch 2/2... Discriminator Loss: 1.0520... Generator Loss: 0.9665
Epoch 2/2... Discriminator Loss: 1.2019... Generator Loss: 0.8176
Epoch 2/2... Discriminator Loss: 0.7850... Generator Loss: 1.4291
Epoch 2/2... Discriminator Loss: 1.2327... Generator Loss: 1.1684
Epoch 2/2... Discriminator Loss: 0.9690... Generator Loss: 1.1766
Epoch 2/2... Discriminator Loss: 1.0722... Generator Loss: 1.2270
Epoch 2/2... Discriminator Loss: 0.8902... Generator Loss: 1.2935
Epoch 2/2... Discriminator Loss: 1.0214... Generator Loss: 1.6511
Epoch 2/2... Discriminator Loss: 1.1478... Generator Loss: 1.4103
Epoch 2/2... Discriminator Loss: 0.8520... Generator Loss: 1.5086
Epoch 2/2... Discriminator Loss: 0.8939... Generator Loss: 1.5630
Epoch 2/2... Discriminator Loss: 0.9528... Generator Loss: 1.3744
Epoch 2/2... Discriminator Loss: 1.0622... Generator Loss: 1.4269
Epoch 2/2... Discriminator Loss: 1.3220... Generator Loss: 1.1856
Epoch 2/2... Discriminator Loss: 0.9980... Generator Loss: 1.0096
Epoch 2/2... Discriminator Loss: 0.9864... Generator Loss: 1.1507
Epoch 2/2... Discriminator Loss: 1.1454... Generator Loss: 0.8737
Epoch 2/2... Discriminator Loss: 1.2670... Generator Loss: 0.6487
Epoch 2/2... Discriminator Loss: 0.8374... Generator Loss: 1.2809
Epoch 2/2... Discriminator Loss: 0.7696... Generator Loss: 1.1495
Epoch 2/2... Discriminator Loss: 1.2241... Generator Loss: 0.7948
Epoch 2/2... Discriminator Loss: 1.0672... Generator Loss: 1.7914
Epoch 2/2... Discriminator Loss: 1.0366... Generator Loss: 1.2433
Epoch 2/2... Discriminator Loss: 0.9106... Generator Loss: 1.2607
Epoch 2/2... Discriminator Loss: 0.8503... Generator Loss: 1.7646
Epoch 2/2... Discriminator Loss: 1.0153... Generator Loss: 0.9880
Epoch 2/2... Discriminator Loss: 1.1429... Generator Loss: 0.9553
Epoch 2/2... Discriminator Loss: 0.8409... Generator Loss: 1.4034
Epoch 2/2... Discriminator Loss: 1.0530... Generator Loss: 1.6333
Epoch 2/2... Discriminator Loss: 0.9654... Generator Loss: 1.2703
Epoch 2/2... Discriminator Loss: 0.9713... Generator Loss: 1.0761
Epoch 2/2... Discriminator Loss: 0.8271... Generator Loss: 1.0715
Epoch 2/2... Discriminator Loss: 0.8957... Generator Loss: 1.2854
Epoch 2/2... Discriminator Loss: 1.3016... Generator Loss: 1.4210
Epoch 2/2... Discriminator Loss: 0.8399... Generator Loss: 1.5310
Epoch 2/2... Discriminator Loss: 0.9599... Generator Loss: 1.2274
Epoch 2/2... Discriminator Loss: 1.1460... Generator Loss: 0.7696
Epoch 2/2... Discriminator Loss: 1.1278... Generator Loss: 1.2330
Epoch 2/2... Discriminator Loss: 0.9643... Generator Loss: 1.2824
Epoch 2/2... Discriminator Loss: 0.9623... Generator Loss: 1.2750
Epoch 2/2... Discriminator Loss: 0.8875... Generator Loss: 1.4148
Epoch 2/2... Discriminator Loss: 0.8537... Generator Loss: 1.7217
Epoch 2/2... Discriminator Loss: 1.1188... Generator Loss: 1.2619
Epoch 2/2... Discriminator Loss: 1.4096... Generator Loss: 1.2436
Epoch 2/2... Discriminator Loss: 0.8803... Generator Loss: 0.9848
Epoch 2/2... Discriminator Loss: 0.8895... Generator Loss: 1.6838
Epoch 2/2... Discriminator Loss: 0.8764... Generator Loss: 1.2003
Epoch 2/2... Discriminator Loss: 1.4114... Generator Loss: 1.1130
Epoch 2/2... Discriminator Loss: 1.1443... Generator Loss: 0.8908
Epoch 2/2... Discriminator Loss: 1.0113... Generator Loss: 0.9916
Epoch 2/2... Discriminator Loss: 0.6461... Generator Loss: 2.0193
Epoch 2/2... Discriminator Loss: 0.8589... Generator Loss: 1.5735
Epoch 2/2... Discriminator Loss: 0.8788... Generator Loss: 1.2451
Epoch 2/2... Discriminator Loss: 0.8569... Generator Loss: 1.6860
Epoch 2/2... Discriminator Loss: 1.1295... Generator Loss: 1.3811
Epoch 2/2... Discriminator Loss: 0.8174... Generator Loss: 1.1397
Epoch 2/2... Discriminator Loss: 0.9743... Generator Loss: 0.8725
Epoch 2/2... Discriminator Loss: 1.0487... Generator Loss: 0.6820
Epoch 2/2... Discriminator Loss: 0.6372... Generator Loss: 2.2000
Epoch 2/2... Discriminator Loss: 0.9937... Generator Loss: 0.8647
Epoch 2/2... Discriminator Loss: 0.9416... Generator Loss: 1.0997
Epoch 2/2... Discriminator Loss: 1.2954... Generator Loss: 1.1732
Epoch 2/2... Discriminator Loss: 1.0987... Generator Loss: 1.4588
Epoch 2/2... Discriminator Loss: 0.8923... Generator Loss: 1.1849
Epoch 2/2... Discriminator Loss: 0.9025... Generator Loss: 1.2363
Epoch 2/2... Discriminator Loss: 0.8229... Generator Loss: 1.3047
Epoch 2/2... Discriminator Loss: 1.1101... Generator Loss: 1.3446
Epoch 2/2... Discriminator Loss: 0.8297... Generator Loss: 1.4134
Epoch 2/2... Discriminator Loss: 1.0220... Generator Loss: 1.2547
Epoch 2/2... Discriminator Loss: 0.9462... Generator Loss: 1.6913
Epoch 2/2... Discriminator Loss: 0.7860... Generator Loss: 1.5093
Epoch 2/2... Discriminator Loss: 0.7559... Generator Loss: 1.5467
Epoch 2/2... Discriminator Loss: 0.9798... Generator Loss: 1.1293
Epoch 2/2... Discriminator Loss: 1.2508... Generator Loss: 0.8223
Epoch 2/2... Discriminator Loss: 0.9790... Generator Loss: 1.2714
Epoch 2/2... Discriminator Loss: 0.8384... Generator Loss: 0.9797
Epoch 2/2... Discriminator Loss: 0.9980... Generator Loss: 0.9592
Epoch 2/2... Discriminator Loss: 1.0722... Generator Loss: 0.9956
Epoch 2/2... Discriminator Loss: 0.9585... Generator Loss: 1.2144
Epoch 2/2... Discriminator Loss: 1.0606... Generator Loss: 1.5299
Epoch 2/2... Discriminator Loss: 0.9557... Generator Loss: 0.9995
Epoch 2/2... Discriminator Loss: 0.9061... Generator Loss: 1.4005
Epoch 2/2... Discriminator Loss: 1.0009... Generator Loss: 1.2791
Epoch 2/2... Discriminator Loss: 0.9930... Generator Loss: 1.2572
Epoch 2/2... Discriminator Loss: 0.9630... Generator Loss: 0.8649
Epoch 2/2... Discriminator Loss: 0.6707... Generator Loss: 1.6233
Epoch 2/2... Discriminator Loss: 0.9854... Generator Loss: 0.9840
Epoch 2/2... Discriminator Loss: 0.9749... Generator Loss: 1.3972
Epoch 2/2... Discriminator Loss: 1.1307... Generator Loss: 1.1259
Epoch 2/2... Discriminator Loss: 0.9005... Generator Loss: 0.8373
Epoch 2/2... Discriminator Loss: 0.6484... Generator Loss: 1.3921
Epoch 2/2... Discriminator Loss: 0.9203... Generator Loss: 1.0893
Epoch 2/2... Discriminator Loss: 0.9298... Generator Loss: 1.3641
Epoch 2/2... Discriminator Loss: 1.1218... Generator Loss: 0.9340
Epoch 2/2... Discriminator Loss: 0.8351... Generator Loss: 1.0838
Epoch 2/2... Discriminator Loss: 0.8472... Generator Loss: 2.0315
Epoch 2/2... Discriminator Loss: 0.9713... Generator Loss: 1.8025
Epoch 2/2... Discriminator Loss: 1.0483... Generator Loss: 1.2164
Epoch 2/2... Discriminator Loss: 0.8041... Generator Loss: 1.9269
Epoch 2/2... Discriminator Loss: 0.6357... Generator Loss: 1.1309
Epoch 2/2... Discriminator Loss: 1.0984... Generator Loss: 0.8284
Epoch 2/2... Discriminator Loss: 0.8217... Generator Loss: 1.6542
Epoch 2/2... Discriminator Loss: 0.8345... Generator Loss: 1.1497
Epoch 2/2... Discriminator Loss: 0.9813... Generator Loss: 1.0761
Epoch 2/2... Discriminator Loss: 0.9447... Generator Loss: 1.0291
Epoch 2/2... Discriminator Loss: 1.0962... Generator Loss: 0.9072
Epoch 2/2... Discriminator Loss: 1.2831... Generator Loss: 0.9621
Epoch 2/2... Discriminator Loss: 1.1469... Generator Loss: 0.8296
Epoch 2/2... Discriminator Loss: 1.2152... Generator Loss: 0.9214
Epoch 2/2... Discriminator Loss: 1.0816... Generator Loss: 1.0039
Epoch 2/2... Discriminator Loss: 0.9330... Generator Loss: 1.1109
Epoch 2/2... Discriminator Loss: 1.1942... Generator Loss: 1.3859
Epoch 2/2... Discriminator Loss: 0.8002... Generator Loss: 0.9614
Epoch 2/2... Discriminator Loss: 0.8133... Generator Loss: 1.3668
Epoch 2/2... Discriminator Loss: 1.3158... Generator Loss: 1.1226
Epoch 2/2... Discriminator Loss: 0.7736... Generator Loss: 1.2127
Epoch 2/2... Discriminator Loss: 0.9197... Generator Loss: 1.1088
Epoch 2/2... Discriminator Loss: 0.9150... Generator Loss: 1.4238
Epoch 2/2... Discriminator Loss: 0.9492... Generator Loss: 1.3006
Epoch 2/2... Discriminator Loss: 0.8377... Generator Loss: 1.2553
Epoch 2/2... Discriminator Loss: 0.6934... Generator Loss: 1.2612
Epoch 2/2... Discriminator Loss: 1.1370... Generator Loss: 1.0680
Epoch 2/2... Discriminator Loss: 0.9226... Generator Loss: 1.2230
Epoch 2/2... Discriminator Loss: 0.9108... Generator Loss: 1.2937
Epoch 2/2... Discriminator Loss: 0.7103... Generator Loss: 1.2946
Epoch 2/2... Discriminator Loss: 0.8220... Generator Loss: 1.1611
Epoch 2/2... Discriminator Loss: 0.9796... Generator Loss: 1.2242
Epoch 2/2... Discriminator Loss: 0.7587... Generator Loss: 1.6181
Epoch 2/2... Discriminator Loss: 0.5903... Generator Loss: 1.6259
Epoch 2/2... Discriminator Loss: 0.9833... Generator Loss: 1.0939
Epoch 2/2... Discriminator Loss: 0.9526... Generator Loss: 1.1781
Epoch 2/2... Discriminator Loss: 0.8573... Generator Loss: 1.3917
Epoch 2/2... Discriminator Loss: 1.0627... Generator Loss: 1.2613
Epoch 2/2... Discriminator Loss: 1.2364... Generator Loss: 0.8880
Epoch 2/2... Discriminator Loss: 0.7295... Generator Loss: 1.4274
Epoch 2/2... Discriminator Loss: 1.0462... Generator Loss: 1.1712
Epoch 2/2... Discriminator Loss: 0.8623... Generator Loss: 1.2570
Epoch 2/2... Discriminator Loss: 0.7590... Generator Loss: 1.5712
Epoch 2/2... Discriminator Loss: 1.2091... Generator Loss: 0.9712
Epoch 2/2... Discriminator Loss: 0.8644... Generator Loss: 1.9480
Epoch 2/2... Discriminator Loss: 1.0261... Generator Loss: 0.9857
Epoch 2/2... Discriminator Loss: 1.0638... Generator Loss: 1.3120
Epoch 2/2... Discriminator Loss: 1.0589... Generator Loss: 1.5142
Epoch 2/2... Discriminator Loss: 1.2376... Generator Loss: 0.8562
Epoch 2/2... Discriminator Loss: 1.4999... Generator Loss: 0.8082
Epoch 2/2... Discriminator Loss: 0.8539... Generator Loss: 1.3293
Epoch 2/2... Discriminator Loss: 0.7479... Generator Loss: 2.1855
Epoch 2/2... Discriminator Loss: 0.9687... Generator Loss: 1.2402
Epoch 2/2... Discriminator Loss: 0.8161... Generator Loss: 1.3148
Epoch 2/2... Discriminator Loss: 1.0468... Generator Loss: 1.0908
Epoch 2/2... Discriminator Loss: 0.6874... Generator Loss: 1.7179
Epoch 2/2... Discriminator Loss: 0.9622... Generator Loss: 1.1860
Epoch 2/2... Discriminator Loss: 0.6541... Generator Loss: 1.3235
Epoch 2/2... Discriminator Loss: 1.1161... Generator Loss: 0.7695
Epoch 2/2... Discriminator Loss: 1.0581... Generator Loss: 1.0320
Epoch 2/2... Discriminator Loss: 0.7413... Generator Loss: 1.0276
Epoch 2/2... Discriminator Loss: 1.2622... Generator Loss: 1.0095
Epoch 2/2... Discriminator Loss: 0.8603... Generator Loss: 1.6393
Epoch 2/2... Discriminator Loss: 0.7870... Generator Loss: 1.2139
Epoch 2/2... Discriminator Loss: 0.9273... Generator Loss: 1.3906
Epoch 2/2... Discriminator Loss: 0.8029... Generator Loss: 1.3585
Epoch 2/2... Discriminator Loss: 0.8263... Generator Loss: 1.3976
Epoch 2/2... Discriminator Loss: 0.7344... Generator Loss: 1.7407
Epoch 2/2... Discriminator Loss: 1.0666... Generator Loss: 1.0612
Epoch 2/2... Discriminator Loss: 0.7360... Generator Loss: 1.6987
Epoch 2/2... Discriminator Loss: 1.2838... Generator Loss: 1.1581
Epoch 2/2... Discriminator Loss: 0.7932... Generator Loss: 1.6035
Epoch 2/2... Discriminator Loss: 1.2332... Generator Loss: 0.7892
Epoch 2/2... Discriminator Loss: 0.8770... Generator Loss: 1.2878
Epoch 2/2... Discriminator Loss: 1.2159... Generator Loss: 1.8289
Epoch 2/2... Discriminator Loss: 1.1431... Generator Loss: 1.3998
Epoch 2/2... Discriminator Loss: 1.0347... Generator Loss: 1.0811
Epoch 2/2... Discriminator Loss: 1.2885... Generator Loss: 1.1448
Epoch 2/2... Discriminator Loss: 0.9272... Generator Loss: 1.7584
Epoch 2/2... Discriminator Loss: 0.7418... Generator Loss: 1.5006
Epoch 2/2... Discriminator Loss: 1.1282... Generator Loss: 0.8955
Epoch 2/2... Discriminator Loss: 0.5472... Generator Loss: 1.5536
Epoch 2/2... Discriminator Loss: 0.8413... Generator Loss: 1.1764
Epoch 2/2... Discriminator Loss: 0.7036... Generator Loss: 1.2145
Epoch 2/2... Discriminator Loss: 0.9834... Generator Loss: 0.7976
Epoch 2/2... Discriminator Loss: 1.1811... Generator Loss: 1.9718
Epoch 2/2... Discriminator Loss: 0.9922... Generator Loss: 1.1578
Epoch 2/2... Discriminator Loss: 0.8270... Generator Loss: 1.4626
Epoch 2/2... Discriminator Loss: 1.0399... Generator Loss: 0.8665
Epoch 2/2... Discriminator Loss: 0.8386... Generator Loss: 1.2340
Epoch 2/2... Discriminator Loss: 1.2467... Generator Loss: 0.8184
Epoch 2/2... Discriminator Loss: 1.0038... Generator Loss: 0.4073
Epoch 2/2... Discriminator Loss: 0.7169... Generator Loss: 1.5743
Epoch 2/2... Discriminator Loss: 1.0535... Generator Loss: 0.9545
Epoch 2/2... Discriminator Loss: 1.5602... Generator Loss: 0.7139
Epoch 2/2... Discriminator Loss: 1.0296... Generator Loss: 0.8476
Epoch 2/2... Discriminator Loss: 1.1201... Generator Loss: 1.1205
Epoch 2/2... Discriminator Loss: 0.8903... Generator Loss: 1.6886
Epoch 2/2... Discriminator Loss: 1.0487... Generator Loss: 0.8362
Epoch 2/2... Discriminator Loss: 1.2252... Generator Loss: 1.8253
Epoch 2/2... Discriminator Loss: 1.4252... Generator Loss: 0.7084
Epoch 2/2... Discriminator Loss: 1.0902... Generator Loss: 0.7302
Epoch 2/2... Discriminator Loss: 1.3871... Generator Loss: 0.7748
Epoch 2/2... Discriminator Loss: 1.1009... Generator Loss: 1.5076
Epoch 2/2... Discriminator Loss: 0.9096... Generator Loss: 2.1238
Epoch 2/2... Discriminator Loss: 1.2101... Generator Loss: 0.7831
Epoch 2/2... Discriminator Loss: 0.8320... Generator Loss: 1.3432
Epoch 2/2... Discriminator Loss: 0.6246... Generator Loss: 1.3473
Epoch 2/2... Discriminator Loss: 0.8830... Generator Loss: 1.3492
Epoch 2/2... Discriminator Loss: 0.9131... Generator Loss: 1.3505
Epoch 2/2... Discriminator Loss: 0.9140... Generator Loss: 1.5586
Epoch 2/2... Discriminator Loss: 1.1769... Generator Loss: 1.5566
Epoch 2/2... Discriminator Loss: 1.0369... Generator Loss: 1.3422
Epoch 2/2... Discriminator Loss: 0.8559... Generator Loss: 1.0704
Epoch 2/2... Discriminator Loss: 1.1776... Generator Loss: 0.8315
Epoch 2/2... Discriminator Loss: 0.6063... Generator Loss: 0.9984
Epoch 2/2... Discriminator Loss: 1.0389... Generator Loss: 1.5109
Epoch 2/2... Discriminator Loss: 0.9709... Generator Loss: 1.7270
Epoch 2/2... Discriminator Loss: 1.1828... Generator Loss: 0.6636
Epoch 2/2... Discriminator Loss: 0.8704... Generator Loss: 1.7130
Epoch 2/2... Discriminator Loss: 1.1345... Generator Loss: 1.3813
Epoch 2/2... Discriminator Loss: 0.5464... Generator Loss: 1.8465
Epoch 2/2... Discriminator Loss: 1.4212... Generator Loss: 0.9374
Epoch 2/2... Discriminator Loss: 0.9239... Generator Loss: 0.7359
Epoch 2/2... Discriminator Loss: 1.0922... Generator Loss: 1.7175
Epoch 2/2... Discriminator Loss: 1.0599... Generator Loss: 0.8978
Epoch 2/2... Discriminator Loss: 1.1937... Generator Loss: 1.0276
Epoch 2/2... Discriminator Loss: 0.7658... Generator Loss: 1.7349
Epoch 2/2... Discriminator Loss: 0.7732... Generator Loss: 1.2714
Epoch 2/2... Discriminator Loss: 1.0233... Generator Loss: 0.8276
Epoch 2/2... Discriminator Loss: 0.9125... Generator Loss: 1.1493
Epoch 2/2... Discriminator Loss: 1.3069... Generator Loss: 1.0714
Epoch 2/2... Discriminator Loss: 0.9718... Generator Loss: 1.4584
Epoch 2/2... Discriminator Loss: 0.5550... Generator Loss: 1.8749
Epoch 2/2... Discriminator Loss: 0.8617... Generator Loss: 0.9292
Epoch 2/2... Discriminator Loss: 0.7607... Generator Loss: 1.5251
Epoch 2/2... Discriminator Loss: 1.0782... Generator Loss: 1.7774
Epoch 2/2... Discriminator Loss: 0.9024... Generator Loss: 1.7209
Epoch 2/2... Discriminator Loss: 0.7627... Generator Loss: 1.4241
Epoch 2/2... Discriminator Loss: 1.0527... Generator Loss: 1.1426
Epoch 2/2... Discriminator Loss: 0.9022... Generator Loss: 1.0647
Epoch 2/2... Discriminator Loss: 0.7883... Generator Loss: 1.1206
Epoch 2/2... Discriminator Loss: 0.9220... Generator Loss: 1.8448
Epoch 2/2... Discriminator Loss: 1.0743... Generator Loss: 0.9561
Epoch 2/2... Discriminator Loss: 1.1636... Generator Loss: 1.0032
Epoch 2/2... Discriminator Loss: 1.0886... Generator Loss: 1.1050
Epoch 2/2... Discriminator Loss: 0.7979... Generator Loss: 1.1134
Epoch 2/2... Discriminator Loss: 1.0649... Generator Loss: 1.0135
Epoch 2/2... Discriminator Loss: 0.8561... Generator Loss: 1.0195
Epoch 2/2... Discriminator Loss: 1.1850... Generator Loss: 0.9390
Epoch 2/2... Discriminator Loss: 0.8902... Generator Loss: 1.2408
Epoch 2/2... Discriminator Loss: 0.4364... Generator Loss: 1.9536
Epoch 2/2... Discriminator Loss: 1.0016... Generator Loss: 0.7958
Epoch 2/2... Discriminator Loss: 0.9490... Generator Loss: 0.7817
Epoch 2/2... Discriminator Loss: 0.8900... Generator Loss: 1.8009
Epoch 2/2... Discriminator Loss: 1.0610... Generator Loss: 1.2891
Epoch 2/2... Discriminator Loss: 0.6294... Generator Loss: 1.8843
Epoch 2/2... Discriminator Loss: 1.1077... Generator Loss: 0.8599
Epoch 2/2... Discriminator Loss: 0.6806... Generator Loss: 1.8114
Epoch 2/2... Discriminator Loss: 1.0354... Generator Loss: 1.3669
Epoch 2/2... Discriminator Loss: 0.6337... Generator Loss: 1.6939
Epoch 2/2... Discriminator Loss: 1.0697... Generator Loss: 1.2743
Epoch 2/2... Discriminator Loss: 0.8390... Generator Loss: 2.0201
Epoch 2/2... Discriminator Loss: 1.1826... Generator Loss: 1.1070
Epoch 2/2... Discriminator Loss: 1.4162... Generator Loss: 0.8992
Epoch 2/2... Discriminator Loss: 1.1612... Generator Loss: 1.1594
Epoch 2/2... Discriminator Loss: 0.8362... Generator Loss: 1.4899
Epoch 2/2... Discriminator Loss: 0.8324... Generator Loss: 1.0601
Epoch 2/2... Discriminator Loss: 1.0908... Generator Loss: 1.1751
Epoch 2/2... Discriminator Loss: 0.8913... Generator Loss: 1.5321
Epoch 2/2... Discriminator Loss: 0.7927... Generator Loss: 1.9895
Epoch 2/2... Discriminator Loss: 0.8595... Generator Loss: 1.1817
Epoch 2/2... Discriminator Loss: 0.9386... Generator Loss: 1.9625
Epoch 2/2... Discriminator Loss: 0.9177... Generator Loss: 1.2658
Epoch 2/2... Discriminator Loss: 1.1355... Generator Loss: 1.1065
Epoch 2/2... Discriminator Loss: 0.7938... Generator Loss: 1.3616
Epoch 2/2... Discriminator Loss: 1.0293... Generator Loss: 1.1157
Epoch 2/2... Discriminator Loss: 1.2011... Generator Loss: 1.1302
Epoch 2/2... Discriminator Loss: 0.8751... Generator Loss: 1.1249
Epoch 2/2... Discriminator Loss: 1.0815... Generator Loss: 1.7507
Epoch 2/2... Discriminator Loss: 0.7797... Generator Loss: 1.5378
Epoch 2/2... Discriminator Loss: 0.9522... Generator Loss: 1.3927
Epoch 2/2... Discriminator Loss: 1.0223... Generator Loss: 0.9685
Epoch 2/2... Discriminator Loss: 0.9261... Generator Loss: 1.3904
Epoch 2/2... Discriminator Loss: 0.9484... Generator Loss: 1.0488
Epoch 2/2... Discriminator Loss: 0.7240... Generator Loss: 1.8285
Epoch 2/2... Discriminator Loss: 1.0269... Generator Loss: 0.9878
Epoch 2/2... Discriminator Loss: 1.0056... Generator Loss: 1.1867
Epoch 2/2... Discriminator Loss: 0.8542... Generator Loss: 1.6943
Epoch 2/2... Discriminator Loss: 0.7275... Generator Loss: 1.3240
Epoch 2/2... Discriminator Loss: 0.9474... Generator Loss: 0.8817
Epoch 2/2... Discriminator Loss: 0.6762... Generator Loss: 2.0677
Epoch 2/2... Discriminator Loss: 0.6828... Generator Loss: 1.3107
Epoch 2/2... Discriminator Loss: 1.0661... Generator Loss: 1.2963
Epoch 2/2... Discriminator Loss: 0.7402... Generator Loss: 1.1770
Epoch 2/2... Discriminator Loss: 0.8027... Generator Loss: 0.9602
Epoch 2/2... Discriminator Loss: 0.9861... Generator Loss: 0.9332
Epoch 2/2... Discriminator Loss: 0.9536... Generator Loss: 1.1373
Epoch 2/2... Discriminator Loss: 1.3066... Generator Loss: 0.5442
Epoch 2/2... Discriminator Loss: 1.0633... Generator Loss: 0.9676
Epoch 2/2... Discriminator Loss: 1.2862... Generator Loss: 0.5790
Epoch 2/2... Discriminator Loss: 0.8738... Generator Loss: 1.5401
Epoch 2/2... Discriminator Loss: 1.4066... Generator Loss: 0.9739
Epoch 2/2... Discriminator Loss: 1.1238... Generator Loss: 1.0647
Epoch 2/2... Discriminator Loss: 0.8973... Generator Loss: 1.0116
Epoch 2/2... Discriminator Loss: 1.0338... Generator Loss: 1.0808
Epoch 2/2... Discriminator Loss: 0.8600... Generator Loss: 1.5003
Epoch 2/2... Discriminator Loss: 0.7949... Generator Loss: 1.2643
Epoch 2/2... Discriminator Loss: 0.7707... Generator Loss: 1.3766
Epoch 2/2... Discriminator Loss: 0.9499... Generator Loss: 0.8919
Epoch 2/2... Discriminator Loss: 1.4456... Generator Loss: 1.0594
Epoch 2/2... Discriminator Loss: 1.5415... Generator Loss: 1.0139
Epoch 2/2... Discriminator Loss: 1.1567... Generator Loss: 0.9998
Epoch 2/2... Discriminator Loss: 0.8840... Generator Loss: 1.0555
Epoch 2/2... Discriminator Loss: 0.8412... Generator Loss: 1.6899
Epoch 2/2... Discriminator Loss: 0.5871... Generator Loss: 1.1510
Epoch 2/2... Discriminator Loss: 1.1920... Generator Loss: 1.2475
Epoch 2/2... Discriminator Loss: 0.9526... Generator Loss: 1.4298
Epoch 2/2... Discriminator Loss: 0.8365... Generator Loss: 1.4606
Epoch 2/2... Discriminator Loss: 1.3505... Generator Loss: 0.7021
Epoch 2/2... Discriminator Loss: 0.8485... Generator Loss: 1.5426
Epoch 2/2... Discriminator Loss: 0.7503... Generator Loss: 1.9273
Epoch 2/2... Discriminator Loss: 0.8341... Generator Loss: 1.6508
Epoch 2/2... Discriminator Loss: 0.5823... Generator Loss: 1.2895
Epoch 2/2... Discriminator Loss: 1.1483... Generator Loss: 0.8295
Epoch 2/2... Discriminator Loss: 1.2448... Generator Loss: 1.3672
Epoch 2/2... Discriminator Loss: 0.8645... Generator Loss: 1.7034
Epoch 2/2... Discriminator Loss: 0.8112... Generator Loss: 1.2863
Epoch 2/2... Discriminator Loss: 0.8903... Generator Loss: 1.5044
Epoch 2/2... Discriminator Loss: 0.7326... Generator Loss: 1.6328
Epoch 2/2... Discriminator Loss: 1.1173... Generator Loss: 0.8686
Epoch 2/2... Discriminator Loss: 0.9261... Generator Loss: 1.0979
Epoch 2/2... Discriminator Loss: 0.3225... Generator Loss: 1.9550
Epoch 2/2... Discriminator Loss: 1.0981... Generator Loss: 1.2191
Epoch 2/2... Discriminator Loss: 0.7818... Generator Loss: 1.4551
Epoch 2/2... Discriminator Loss: 0.5736... Generator Loss: 2.2842
Epoch 2/2... Discriminator Loss: 0.9624... Generator Loss: 1.1856
Epoch 2/2... Discriminator Loss: 1.1054... Generator Loss: 1.1644
Epoch 2/2... Discriminator Loss: 0.7682... Generator Loss: 1.0139
Epoch 2/2... Discriminator Loss: 0.8093... Generator Loss: 1.2896
Epoch 2/2... Discriminator Loss: 1.0112... Generator Loss: 1.0265
Epoch 2/2... Discriminator Loss: 0.9028... Generator Loss: 1.1462
Epoch 2/2... Discriminator Loss: 0.8825... Generator Loss: 1.0217
Epoch 2/2... Discriminator Loss: 0.8374... Generator Loss: 0.9909
Epoch 2/2... Discriminator Loss: 0.9563... Generator Loss: 1.0670
Epoch 2/2... Discriminator Loss: 0.4438... Generator Loss: 1.8234
Epoch 2/2... Discriminator Loss: 0.8256... Generator Loss: 1.3158
Epoch 2/2... Discriminator Loss: 0.8749... Generator Loss: 1.1839
Epoch 2/2... Discriminator Loss: 0.9427... Generator Loss: 1.1823
Epoch 2/2... Discriminator Loss: 0.9852... Generator Loss: 1.2874
Epoch 2/2... Discriminator Loss: 1.0903... Generator Loss: 0.9236
Epoch 2/2... Discriminator Loss: 1.2113... Generator Loss: 1.4759
Epoch 2/2... Discriminator Loss: 0.7148... Generator Loss: 1.3205
Epoch 2/2... Discriminator Loss: 0.6037... Generator Loss: 1.2665
Epoch 2/2... Discriminator Loss: 1.0270... Generator Loss: 0.9847
Epoch 2/2... Discriminator Loss: 0.6635... Generator Loss: 1.0947
Epoch 2/2... Discriminator Loss: 0.7889... Generator Loss: 1.0758
Epoch 2/2... Discriminator Loss: 0.6884... Generator Loss: 1.5550
Epoch 2/2... Discriminator Loss: 0.8484... Generator Loss: 1.8040
Epoch 2/2... Discriminator Loss: 0.7847... Generator Loss: 1.4015
Epoch 2/2... Discriminator Loss: 1.1697... Generator Loss: 1.6086
Epoch 2/2... Discriminator Loss: 0.9961... Generator Loss: 0.7893
Epoch 2/2... Discriminator Loss: 1.0150... Generator Loss: 0.6187
Epoch 2/2... Discriminator Loss: 1.2762... Generator Loss: 0.8942
Epoch 2/2... Discriminator Loss: 0.9307... Generator Loss: 1.0148
Epoch 2/2... Discriminator Loss: 0.8546... Generator Loss: 1.3398
Epoch 2/2... Discriminator Loss: 0.8292... Generator Loss: 1.5272
Epoch 2/2... Discriminator Loss: 1.1523... Generator Loss: 1.4349
Epoch 2/2... Discriminator Loss: 0.9163... Generator Loss: 2.6103
Epoch 2/2... Discriminator Loss: 0.8932... Generator Loss: 0.9828
Epoch 2/2... Discriminator Loss: 1.1926... Generator Loss: 1.6145
Epoch 2/2... Discriminator Loss: 1.1749... Generator Loss: 1.2524
Epoch 2/2... Discriminator Loss: 0.7300... Generator Loss: 1.3847
Epoch 2/2... Discriminator Loss: 0.8177... Generator Loss: 1.5032
Epoch 2/2... Discriminator Loss: 1.3381... Generator Loss: 0.8738
Epoch 2/2... Discriminator Loss: 0.9002... Generator Loss: 1.3449
Epoch 2/2... Discriminator Loss: 1.0695... Generator Loss: 0.8412
Epoch 2/2... Discriminator Loss: 0.9359... Generator Loss: 1.5860
Epoch 2/2... Discriminator Loss: 1.6068... Generator Loss: 0.6318
Epoch 2/2... Discriminator Loss: 1.1417... Generator Loss: 0.6214
Epoch 2/2... Discriminator Loss: 1.1563... Generator Loss: 1.1718
Epoch 2/2... Discriminator Loss: 0.9313... Generator Loss: 1.2315
Epoch 2/2... Discriminator Loss: 1.1000... Generator Loss: 0.7479
Epoch 2/2... Discriminator Loss: 0.7137... Generator Loss: 1.2723
Epoch 2/2... Discriminator Loss: 0.7999... Generator Loss: 0.9372
Epoch 2/2... Discriminator Loss: 0.8341... Generator Loss: 1.2768
Epoch 2/2... Discriminator Loss: 0.8614... Generator Loss: 0.6989
Epoch 2/2... Discriminator Loss: 0.9729... Generator Loss: 1.0082
Epoch 2/2... Discriminator Loss: 0.9439... Generator Loss: 1.6015
Epoch 2/2... Discriminator Loss: 1.1339... Generator Loss: 1.5053
Epoch 2/2... Discriminator Loss: 0.8710... Generator Loss: 0.7337
Epoch 2/2... Discriminator Loss: 0.8060... Generator Loss: 0.9000
Epoch 2/2... Discriminator Loss: 0.8214... Generator Loss: 2.0196
Epoch 2/2... Discriminator Loss: 0.8869... Generator Loss: 1.2656
Epoch 2/2... Discriminator Loss: 0.7713... Generator Loss: 1.7304
Epoch 2/2... Discriminator Loss: 0.9626... Generator Loss: 1.0843
Epoch 2/2... Discriminator Loss: 1.0866... Generator Loss: 1.4138
Epoch 2/2... Discriminator Loss: 0.8064... Generator Loss: 1.7357
Epoch 2/2... Discriminator Loss: 1.0686... Generator Loss: 1.1814
Epoch 2/2... Discriminator Loss: 0.9767... Generator Loss: 1.5965
Epoch 2/2... Discriminator Loss: 0.6413... Generator Loss: 1.4584
Epoch 2/2... Discriminator Loss: 0.9052... Generator Loss: 1.4225
Epoch 2/2... Discriminator Loss: 1.1102... Generator Loss: 1.3797
Epoch 2/2... Discriminator Loss: 1.1336... Generator Loss: 1.0410
Epoch 2/2... Discriminator Loss: 0.9609... Generator Loss: 2.1838
Epoch 2/2... Discriminator Loss: 0.7531... Generator Loss: 1.8432
Epoch 2/2... Discriminator Loss: 0.5976... Generator Loss: 1.4011
Epoch 2/2... Discriminator Loss: 1.2975... Generator Loss: 0.6254
Epoch 2/2... Discriminator Loss: 1.0596... Generator Loss: 1.0321
Epoch 2/2... Discriminator Loss: 1.0765... Generator Loss: 0.8682
Epoch 2/2... Discriminator Loss: 1.1823... Generator Loss: 0.7834
Epoch 2/2... Discriminator Loss: 1.0165... Generator Loss: 1.1618
Epoch 2/2... Discriminator Loss: 1.0412... Generator Loss: 0.7727
Epoch 2/2... Discriminator Loss: 1.0935... Generator Loss: 1.0659
Epoch 2/2... Discriminator Loss: 1.0921... Generator Loss: 0.8879
Epoch 2/2... Discriminator Loss: 0.9326... Generator Loss: 0.8210
Epoch 2/2... Discriminator Loss: 0.8951... Generator Loss: 1.2243
Epoch 2/2... Discriminator Loss: 1.2047... Generator Loss: 1.1694
Epoch 2/2... Discriminator Loss: 1.1287... Generator Loss: 1.2845
Epoch 2/2... Discriminator Loss: 0.7229... Generator Loss: 1.3021
Epoch 2/2... Discriminator Loss: 0.8319... Generator Loss: 1.4686
Epoch 2/2... Discriminator Loss: 1.0450... Generator Loss: 0.9635
Epoch 2/2... Discriminator Loss: 0.7633... Generator Loss: 1.3759
Epoch 2/2... Discriminator Loss: 0.7909... Generator Loss: 1.3176
Epoch 2/2... Discriminator Loss: 0.5874... Generator Loss: 1.2046
Epoch 2/2... Discriminator Loss: 0.7976... Generator Loss: 1.3369
Epoch 2/2... Discriminator Loss: 1.3014... Generator Loss: 1.2028
Epoch 2/2... Discriminator Loss: 1.0266... Generator Loss: 1.6506
Epoch 2/2... Discriminator Loss: 0.8934... Generator Loss: 1.7265
Epoch 2/2... Discriminator Loss: 0.8149... Generator Loss: 1.2749
Epoch 2/2... Discriminator Loss: 0.7508... Generator Loss: 1.2883
Epoch 2/2... Discriminator Loss: 1.2354... Generator Loss: 1.1047
Epoch 2/2... Discriminator Loss: 0.9118... Generator Loss: 1.2439
Epoch 2/2... Discriminator Loss: 1.0318... Generator Loss: 1.2573
Epoch 2/2... Discriminator Loss: 1.5371... Generator Loss: 0.8108
Epoch 2/2... Discriminator Loss: 1.0900... Generator Loss: 0.8763
Epoch 2/2... Discriminator Loss: 1.1950... Generator Loss: 0.7492
Epoch 2/2... Discriminator Loss: 1.0398... Generator Loss: 1.3667
Epoch 2/2... Discriminator Loss: 1.0983... Generator Loss: 2.1032
Epoch 2/2... Discriminator Loss: 1.1695... Generator Loss: 1.1196
Epoch 2/2... Discriminator Loss: 1.2739... Generator Loss: 0.5764
Epoch 2/2... Discriminator Loss: 1.2123... Generator Loss: 1.2381
Epoch 2/2... Discriminator Loss: 1.6925... Generator Loss: 0.4071
Epoch 2/2... Discriminator Loss: 1.1398... Generator Loss: 0.8003
Epoch 2/2... Discriminator Loss: 0.9712... Generator Loss: 1.4445
Epoch 2/2... Discriminator Loss: 0.9366... Generator Loss: 1.0451
Epoch 2/2... Discriminator Loss: 0.9326... Generator Loss: 1.3933
Epoch 2/2... Discriminator Loss: 1.4670... Generator Loss: 1.4125
Epoch 2/2... Discriminator Loss: 1.3304... Generator Loss: 2.1625
Epoch 2/2... Discriminator Loss: 0.8443... Generator Loss: 1.0321
Epoch 2/2... Discriminator Loss: 1.1382... Generator Loss: 1.5963
Epoch 2/2... Discriminator Loss: 1.4037... Generator Loss: 0.6758
Epoch 2/2... Discriminator Loss: 0.7220... Generator Loss: 1.5220
Epoch 2/2... Discriminator Loss: 1.0324... Generator Loss: 0.9617
Epoch 2/2... Discriminator Loss: 0.8703... Generator Loss: 1.4058
Epoch 2/2... Discriminator Loss: 0.8724... Generator Loss: 1.4598
Epoch 2/2... Discriminator Loss: 0.7209... Generator Loss: 1.6200
Epoch 2/2... Discriminator Loss: 1.0346... Generator Loss: 1.0974
Epoch 2/2... Discriminator Loss: 1.1394... Generator Loss: 1.2134
Epoch 2/2... Discriminator Loss: 0.9957... Generator Loss: 1.3522
Epoch 2/2... Discriminator Loss: 1.1413... Generator Loss: 1.6589
Epoch 2/2... Discriminator Loss: 0.9198... Generator Loss: 1.3090
Epoch 2/2... Discriminator Loss: 0.7635... Generator Loss: 1.6504
Epoch 2/2... Discriminator Loss: 0.9457... Generator Loss: 1.0022
Epoch 2/2... Discriminator Loss: 0.8771... Generator Loss: 1.6458
Epoch 2/2... Discriminator Loss: 0.7110... Generator Loss: 1.3123
Epoch 2/2... Discriminator Loss: 0.7823... Generator Loss: 1.2088
Epoch 2/2... Discriminator Loss: 0.9239... Generator Loss: 1.6776
Epoch 2/2... Discriminator Loss: 0.5603... Generator Loss: 2.0087
Epoch 2/2... Discriminator Loss: 0.7585... Generator Loss: 1.5645
Epoch 2/2... Discriminator Loss: 1.0191... Generator Loss: 0.9816
Epoch 2/2... Discriminator Loss: 0.9984... Generator Loss: 1.9427
Epoch 2/2... Discriminator Loss: 0.7682... Generator Loss: 1.5176
Epoch 2/2... Discriminator Loss: 1.3720... Generator Loss: 1.4186
Epoch 2/2... Discriminator Loss: 1.0724... Generator Loss: 0.9597
Epoch 2/2... Discriminator Loss: 1.1262... Generator Loss: 0.9839
Epoch 2/2... Discriminator Loss: 0.9520... Generator Loss: 1.1162
Epoch 2/2... Discriminator Loss: 0.7627... Generator Loss: 1.2928
Epoch 2/2... Discriminator Loss: 0.6536... Generator Loss: 1.3653
Epoch 2/2... Discriminator Loss: 0.7203... Generator Loss: 1.1734
Epoch 2/2... Discriminator Loss: 0.5099... Generator Loss: 1.7312
Epoch 2/2... Discriminator Loss: 0.9034... Generator Loss: 1.8217
Epoch 2/2... Discriminator Loss: 0.8535... Generator Loss: 1.1049
Epoch 2/2... Discriminator Loss: 0.8884... Generator Loss: 1.4484
Epoch 2/2... Discriminator Loss: 0.9975... Generator Loss: 0.8073
Epoch 2/2... Discriminator Loss: 0.9390... Generator Loss: 1.0715
Epoch 2/2... Discriminator Loss: 1.4401... Generator Loss: 0.7563
Epoch 2/2... Discriminator Loss: 1.2113... Generator Loss: 0.7541
Epoch 2/2... Discriminator Loss: 0.9572... Generator Loss: 1.3308
Epoch 2/2... Discriminator Loss: 0.7721... Generator Loss: 1.0568
Epoch 2/2... Discriminator Loss: 0.7803... Generator Loss: 1.5320
Epoch 2/2... Discriminator Loss: 0.9277... Generator Loss: 1.4295
Epoch 2/2... Discriminator Loss: 0.8622... Generator Loss: 1.4180
Epoch 2/2... Discriminator Loss: 0.9566... Generator Loss: 1.3692
Epoch 2/2... Discriminator Loss: 0.7229... Generator Loss: 1.1428
Epoch 2/2... Discriminator Loss: 1.0340... Generator Loss: 1.2030
Epoch 2/2... Discriminator Loss: 0.8345... Generator Loss: 1.8391
Epoch 2/2... Discriminator Loss: 0.9055... Generator Loss: 1.0235
Epoch 2/2... Discriminator Loss: 0.6791... Generator Loss: 2.3021
Epoch 2/2... Discriminator Loss: 0.9044... Generator Loss: 1.0634
Epoch 2/2... Discriminator Loss: 0.6914... Generator Loss: 1.6775
Epoch 2/2... Discriminator Loss: 0.9989... Generator Loss: 1.0611
Epoch 2/2... Discriminator Loss: 1.3989... Generator Loss: 0.9962
Epoch 2/2... Discriminator Loss: 0.7256... Generator Loss: 1.9966
Epoch 2/2... Discriminator Loss: 0.6008... Generator Loss: 1.6765
Epoch 2/2... Discriminator Loss: 1.3414... Generator Loss: 1.0848
Epoch 2/2... Discriminator Loss: 0.8564... Generator Loss: 1.3956
Epoch 2/2... Discriminator Loss: 1.0258... Generator Loss: 1.1082
Epoch 2/2... Discriminator Loss: 0.9088... Generator Loss: 1.3472
Epoch 2/2... Discriminator Loss: 0.9385... Generator Loss: 1.2496
Epoch 2/2... Discriminator Loss: 1.1169... Generator Loss: 0.7266
Epoch 2/2... Discriminator Loss: 0.8242... Generator Loss: 1.7663
Epoch 2/2... Discriminator Loss: 0.8652... Generator Loss: 1.0067
Epoch 2/2... Discriminator Loss: 0.7178... Generator Loss: 1.4891
Epoch 2/2... Discriminator Loss: 0.8649... Generator Loss: 1.7830
Epoch 2/2... Discriminator Loss: 1.1209... Generator Loss: 0.9095
Epoch 2/2... Discriminator Loss: 1.0069... Generator Loss: 1.5153
Epoch 2/2... Discriminator Loss: 0.8045... Generator Loss: 1.6992
Epoch 2/2... Discriminator Loss: 1.0721... Generator Loss: 1.0091
Epoch 2/2... Discriminator Loss: 0.9616... Generator Loss: 1.1552
Epoch 2/2... Discriminator Loss: 1.0428... Generator Loss: 1.0766
Epoch 2/2... Discriminator Loss: 0.9576... Generator Loss: 0.6092
Epoch 2/2... Discriminator Loss: 0.9068... Generator Loss: 1.6114
Epoch 2/2... Discriminator Loss: 0.7228... Generator Loss: 0.9480
Epoch 2/2... Discriminator Loss: 0.8649... Generator Loss: 1.3634
Epoch 2/2... Discriminator Loss: 0.9424... Generator Loss: 1.6111
Epoch 2/2... Discriminator Loss: 1.2196... Generator Loss: 1.2067
Epoch 2/2... Discriminator Loss: 0.7602... Generator Loss: 1.5629
Epoch 2/2... Discriminator Loss: 0.6422... Generator Loss: 1.0425
Epoch 2/2... Discriminator Loss: 1.1536... Generator Loss: 1.3578
Epoch 2/2... Discriminator Loss: 0.8712... Generator Loss: 0.9737
Epoch 2/2... Discriminator Loss: 1.0808... Generator Loss: 1.2416
Epoch 2/2... Discriminator Loss: 0.6741... Generator Loss: 1.1237
Epoch 2/2... Discriminator Loss: 1.1575... Generator Loss: 1.5856
Epoch 2/2... Discriminator Loss: 0.7378... Generator Loss: 1.7253
Epoch 2/2... Discriminator Loss: 0.9359... Generator Loss: 1.4305
Epoch 2/2... Discriminator Loss: 0.7915... Generator Loss: 1.4956
Epoch 2/2... Discriminator Loss: 0.8638... Generator Loss: 1.3408
Epoch 2/2... Discriminator Loss: 1.0786... Generator Loss: 1.0946
Epoch 2/2... Discriminator Loss: 0.7579... Generator Loss: 1.6990
Epoch 2/2... Discriminator Loss: 0.5377... Generator Loss: 1.9692
Epoch 2/2... Discriminator Loss: 1.2110... Generator Loss: 0.8027
Epoch 2/2... Discriminator Loss: 0.7668... Generator Loss: 1.6182
Epoch 2/2... Discriminator Loss: 1.4157... Generator Loss: 1.0280
Epoch 2/2... Discriminator Loss: 0.6768... Generator Loss: 1.5610
Epoch 2/2... Discriminator Loss: 0.6616... Generator Loss: 1.4849
Epoch 2/2... Discriminator Loss: 0.6491... Generator Loss: 1.1921
Epoch 2/2... Discriminator Loss: 0.6011... Generator Loss: 1.8894
Epoch 2/2... Discriminator Loss: 1.2069... Generator Loss: 1.0111
Epoch 2/2... Discriminator Loss: 0.9549... Generator Loss: 1.1741
Epoch 2/2... Discriminator Loss: 1.0006... Generator Loss: 1.3183
Epoch 2/2... Discriminator Loss: 0.5533... Generator Loss: 1.2756
Epoch 2/2... Discriminator Loss: 1.0193... Generator Loss: 1.1434
Epoch 2/2... Discriminator Loss: 0.7936... Generator Loss: 0.7339
Epoch 2/2... Discriminator Loss: 0.8940... Generator Loss: 1.5442
Epoch 2/2... Discriminator Loss: 1.0070... Generator Loss: 1.7573
Epoch 2/2... Discriminator Loss: 1.0463... Generator Loss: 1.4553
Epoch 2/2... Discriminator Loss: 0.6484... Generator Loss: 1.6908
Epoch 2/2... Discriminator Loss: 0.7786... Generator Loss: 1.4285
Epoch 2/2... Discriminator Loss: 0.9932... Generator Loss: 1.2610
Epoch 2/2... Discriminator Loss: 0.6691... Generator Loss: 1.6666
Epoch 2/2... Discriminator Loss: 1.0119... Generator Loss: 0.8499
Epoch 2/2... Discriminator Loss: 0.8773... Generator Loss: 1.2902
Epoch 2/2... Discriminator Loss: 0.8501... Generator Loss: 1.1454
Epoch 2/2... Discriminator Loss: 0.7672... Generator Loss: 1.9418
Epoch 2/2... Discriminator Loss: 0.7696... Generator Loss: 1.2759
Epoch 2/2... Discriminator Loss: 1.4781... Generator Loss: 1.2799
Epoch 2/2... Discriminator Loss: 1.0883... Generator Loss: 1.4696
Epoch 2/2... Discriminator Loss: 1.0980... Generator Loss: 1.1069
Epoch 2/2... Discriminator Loss: 1.0147... Generator Loss: 1.4784
Epoch 2/2... Discriminator Loss: 0.9691... Generator Loss: 0.8979
Epoch 2/2... Discriminator Loss: 0.8706... Generator Loss: 1.0952
Epoch 2/2... Discriminator Loss: 0.6885... Generator Loss: 1.9746
Epoch 2/2... Discriminator Loss: 0.9975... Generator Loss: 0.9019
Epoch 2/2... Discriminator Loss: 1.1457... Generator Loss: 1.0553
Epoch 2/2... Discriminator Loss: 1.0468... Generator Loss: 1.2468
Epoch 2/2... Discriminator Loss: 1.2639... Generator Loss: 0.8961
Epoch 2/2... Discriminator Loss: 0.7223... Generator Loss: 1.3837
Epoch 2/2... Discriminator Loss: 1.2356... Generator Loss: 0.8288
Epoch 2/2... Discriminator Loss: 0.8651... Generator Loss: 1.2931
Epoch 2/2... Discriminator Loss: 1.1358... Generator Loss: 1.0721
Epoch 2/2... Discriminator Loss: 0.6505... Generator Loss: 1.2643

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.